<!DOCTYPE html>
<html lang="" xml:lang="">
<head>

  <meta charset="utf-8" />
  <meta http-equiv="X-UA-Compatible" content="IE=edge" />
  <title>Survey of Business Owners (SBO) | Analyze Survey Data for Free</title>
  <meta name="description" content="Survey of Business Owners (SBO) | Analyze Survey Data for Free" />
  <meta name="generator" content="bookdown 0.41 and GitBook 2.6.7" />

  <meta property="og:title" content="Survey of Business Owners (SBO) | Analyze Survey Data for Free" />
  <meta property="og:type" content="book" />
  
  
  <meta name="github-repo" content="ajdamico/asdfree" />

  <meta name="twitter:card" content="summary" />
  <meta name="twitter:title" content="Survey of Business Owners (SBO) | Analyze Survey Data for Free" />
  
  
  




  <meta name="viewport" content="width=device-width, initial-scale=1" />
  <meta name="apple-mobile-web-app-capable" content="yes" />
  <meta name="apple-mobile-web-app-status-bar-style" content="black" />
  
  
<link rel="prev" href="rapid-surveys-system-rss.html"/>
<link rel="next" href="survey-of-consumer-finances-scf.html"/>
<script src="libs/jquery-3.6.0/jquery-3.6.0.min.js"></script>
<script src="https://cdn.jsdelivr.net/npm/fuse.js@6.4.6/dist/fuse.min.js"></script>
<link href="libs/gitbook-2.6.7/css/style.css" rel="stylesheet" />
<link href="libs/gitbook-2.6.7/css/plugin-table.css" rel="stylesheet" />
<link href="libs/gitbook-2.6.7/css/plugin-bookdown.css" rel="stylesheet" />
<link href="libs/gitbook-2.6.7/css/plugin-highlight.css" rel="stylesheet" />
<link href="libs/gitbook-2.6.7/css/plugin-search.css" rel="stylesheet" />
<link href="libs/gitbook-2.6.7/css/plugin-fontsettings.css" rel="stylesheet" />
<link href="libs/gitbook-2.6.7/css/plugin-clipboard.css" rel="stylesheet" />








<link href="libs/anchor-sections-1.1.0/anchor-sections.css" rel="stylesheet" />
<link href="libs/anchor-sections-1.1.0/anchor-sections-hash.css" rel="stylesheet" />
<script src="libs/anchor-sections-1.1.0/anchor-sections.js"></script>


<style type="text/css">
pre > code.sourceCode { white-space: pre; position: relative; }
pre > code.sourceCode > span { display: inline-block; line-height: 1.25; }
pre > code.sourceCode > span:empty { height: 1.2em; }
.sourceCode { overflow: visible; }
code.sourceCode > span { color: inherit; text-decoration: inherit; }
pre.sourceCode { margin: 0; }
@media screen {
div.sourceCode { overflow: auto; }
}
@media print {
pre > code.sourceCode { white-space: pre-wrap; }
pre > code.sourceCode > span { text-indent: -5em; padding-left: 5em; }
}
pre.numberSource code
  { counter-reset: source-line 0; }
pre.numberSource code > span
  { position: relative; left: -4em; counter-increment: source-line; }
pre.numberSource code > span > a:first-child::before
  { content: counter(source-line);
    position: relative; left: -1em; text-align: right; vertical-align: baseline;
    border: none; display: inline-block;
    -webkit-touch-callout: none; -webkit-user-select: none;
    -khtml-user-select: none; -moz-user-select: none;
    -ms-user-select: none; user-select: none;
    padding: 0 4px; width: 4em;
    color: #aaaaaa;
  }
pre.numberSource { margin-left: 3em; border-left: 1px solid #aaaaaa;  padding-left: 4px; }
div.sourceCode
  {   }
@media screen {
pre > code.sourceCode > span > a:first-child::before { text-decoration: underline; }
}
code span.al { color: #ff0000; font-weight: bold; } /* Alert */
code span.an { color: #60a0b0; font-weight: bold; font-style: italic; } /* Annotation */
code span.at { color: #7d9029; } /* Attribute */
code span.bn { color: #40a070; } /* BaseN */
code span.bu { color: #008000; } /* BuiltIn */
code span.cf { color: #007020; font-weight: bold; } /* ControlFlow */
code span.ch { color: #4070a0; } /* Char */
code span.cn { color: #880000; } /* Constant */
code span.co { color: #60a0b0; font-style: italic; } /* Comment */
code span.cv { color: #60a0b0; font-weight: bold; font-style: italic; } /* CommentVar */
code span.do { color: #ba2121; font-style: italic; } /* Documentation */
code span.dt { color: #902000; } /* DataType */
code span.dv { color: #40a070; } /* DecVal */
code span.er { color: #ff0000; font-weight: bold; } /* Error */
code span.ex { } /* Extension */
code span.fl { color: #40a070; } /* Float */
code span.fu { color: #06287e; } /* Function */
code span.im { color: #008000; font-weight: bold; } /* Import */
code span.in { color: #60a0b0; font-weight: bold; font-style: italic; } /* Information */
code span.kw { color: #007020; font-weight: bold; } /* Keyword */
code span.op { color: #666666; } /* Operator */
code span.ot { color: #007020; } /* Other */
code span.pp { color: #bc7a00; } /* Preprocessor */
code span.sc { color: #4070a0; } /* SpecialChar */
code span.ss { color: #bb6688; } /* SpecialString */
code span.st { color: #4070a0; } /* String */
code span.va { color: #19177c; } /* Variable */
code span.vs { color: #4070a0; } /* VerbatimString */
code span.wa { color: #60a0b0; font-weight: bold; font-style: italic; } /* Warning */
</style>

<style type="text/css">
  
  div.hanging-indent{margin-left: 1.5em; text-indent: -1.5em;}
</style>

<link rel="stylesheet" href="style.css" type="text/css" />
</head>

<body>



  <div class="book without-animation with-summary font-size-2 font-family-1" data-basepath=".">

    <div class="book-summary">
      <nav role="navigation">

<ul class="summary">
<li><a href="./">Analyze Survey Data for Free</a></li>
<b><li><a href="https://www.eventbrite.com/e/1032151692497">Free 3hr Workshop @ DCPL Nov 13</a></li></b>

<li class="divider"></li>
<li class="chapter" data-level="" data-path="index.html"><a href="index.html"><i class="fa fa-check"></i>Forty-Nine Public Microdatasets To Analyze Before You Die From An Easy To Type Website</a></li>
<li class="chapter" data-level="" data-path="trend-analysis-of-complex-survey-data.html"><a href="trend-analysis-of-complex-survey-data.html"><i class="fa fa-check"></i>Trend Analysis of Complex Survey Data</a>
<ul>
<li class="chapter" data-level="" data-path="trend-analysis-of-complex-survey-data.html"><a href="trend-analysis-of-complex-survey-data.html#download-import-preparation"><i class="fa fa-check"></i>Download, Import, Preparation</a></li>
<li class="chapter" data-level="" data-path="trend-analysis-of-complex-survey-data.html"><a href="trend-analysis-of-complex-survey-data.html#append-polynomials-to-each-year"><i class="fa fa-check"></i>Append Polynomials to Each Year</a></li>
<li class="chapter" data-level="" data-path="trend-analysis-of-complex-survey-data.html"><a href="trend-analysis-of-complex-survey-data.html#unadjusted-analysis-examples"><i class="fa fa-check"></i>Unadjusted Analysis Examples</a></li>
<li class="chapter" data-level="" data-path="trend-analysis-of-complex-survey-data.html"><a href="trend-analysis-of-complex-survey-data.html#calculate-joinpoints-needed"><i class="fa fa-check"></i>Calculate Joinpoints Needed</a></li>
<li class="chapter" data-level="" data-path="trend-analysis-of-complex-survey-data.html"><a href="trend-analysis-of-complex-survey-data.html#calculate-predicted-marginals"><i class="fa fa-check"></i>Calculate Predicted Marginals</a></li>
<li class="chapter" data-level="" data-path="trend-analysis-of-complex-survey-data.html"><a href="trend-analysis-of-complex-survey-data.html#identify-joinpoints-or-breakpoints"><i class="fa fa-check"></i>Identify Joinpoint(s) or Breakpoint(s)</a></li>
<li class="chapter" data-level="" data-path="trend-analysis-of-complex-survey-data.html"><a href="trend-analysis-of-complex-survey-data.html#interpret-and-conclude"><i class="fa fa-check"></i>Interpret and Conclude</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="american-community-survey-acs.html"><a href="american-community-survey-acs.html"><i class="fa fa-check"></i>American Community Survey (ACS)</a>
<ul>
<li class="chapter" data-level="" data-path="american-community-survey-acs.html"><a href="american-community-survey-acs.html#download-import-preparation-1"><i class="fa fa-check"></i>Download, Import, Preparation</a>
<ul>
<li class="chapter" data-level="" data-path="american-community-survey-acs.html"><a href="american-community-survey-acs.html#save-locally"><i class="fa fa-check"></i>Save Locally  </a></li>
<li class="chapter" data-level="" data-path="american-community-survey-acs.html"><a href="american-community-survey-acs.html#survey-design-definition"><i class="fa fa-check"></i>Survey Design Definition</a></li>
<li class="chapter" data-level="" data-path="american-community-survey-acs.html"><a href="american-community-survey-acs.html#variable-recoding"><i class="fa fa-check"></i>Variable Recoding</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="american-community-survey-acs.html"><a href="american-community-survey-acs.html#analysis-examples-with-the-survey-library"><i class="fa fa-check"></i>Analysis Examples with the <code>survey</code> library  </a>
<ul>
<li class="chapter" data-level="" data-path="american-community-survey-acs.html"><a href="american-community-survey-acs.html#unweighted-counts"><i class="fa fa-check"></i>Unweighted Counts</a></li>
<li class="chapter" data-level="" data-path="american-community-survey-acs.html"><a href="american-community-survey-acs.html#weighted-counts"><i class="fa fa-check"></i>Weighted Counts</a></li>
<li class="chapter" data-level="" data-path="american-community-survey-acs.html"><a href="american-community-survey-acs.html#descriptive-statistics"><i class="fa fa-check"></i>Descriptive Statistics</a></li>
<li class="chapter" data-level="" data-path="american-community-survey-acs.html"><a href="american-community-survey-acs.html#subsetting"><i class="fa fa-check"></i>Subsetting</a></li>
<li class="chapter" data-level="" data-path="american-community-survey-acs.html"><a href="american-community-survey-acs.html#measures-of-uncertainty"><i class="fa fa-check"></i>Measures of Uncertainty</a></li>
<li class="chapter" data-level="" data-path="american-community-survey-acs.html"><a href="american-community-survey-acs.html#regression-models-and-tests-of-association"><i class="fa fa-check"></i>Regression Models and Tests of Association</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="american-community-survey-acs.html"><a href="american-community-survey-acs.html#replication-example"><i class="fa fa-check"></i>Replication Example</a></li>
<li class="chapter" data-level="" data-path="american-community-survey-acs.html"><a href="american-community-survey-acs.html#poverty-and-inequality-estimation-with-convey"><i class="fa fa-check"></i>Poverty and Inequality Estimation with <code>convey</code>  </a></li>
<li class="chapter" data-level="" data-path="american-community-survey-acs.html"><a href="american-community-survey-acs.html#analysis-examples-with-srvyr"><i class="fa fa-check"></i>Analysis Examples with <code>srvyr</code>  </a></li>
</ul></li>
<li class="chapter" data-level="" data-path="area-health-resources-files-ahrf.html"><a href="area-health-resources-files-ahrf.html"><i class="fa fa-check"></i>Area Health Resources Files (AHRF)</a>
<ul>
<li class="chapter" data-level="" data-path="area-health-resources-files-ahrf.html"><a href="area-health-resources-files-ahrf.html#download-import-preparation-2"><i class="fa fa-check"></i>Download, Import, Preparation</a>
<ul>
<li class="chapter" data-level="" data-path="area-health-resources-files-ahrf.html"><a href="area-health-resources-files-ahrf.html#save-locally-1"><i class="fa fa-check"></i>Save Locally  </a></li>
<li class="chapter" data-level="" data-path="area-health-resources-files-ahrf.html"><a href="area-health-resources-files-ahrf.html#variable-recoding-1"><i class="fa fa-check"></i>Variable Recoding</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="area-health-resources-files-ahrf.html"><a href="area-health-resources-files-ahrf.html#analysis-examples-with-base-r"><i class="fa fa-check"></i>Analysis Examples with base R  </a>
<ul>
<li class="chapter" data-level="" data-path="area-health-resources-files-ahrf.html"><a href="area-health-resources-files-ahrf.html#unweighted-counts-1"><i class="fa fa-check"></i>Unweighted Counts</a></li>
<li class="chapter" data-level="" data-path="area-health-resources-files-ahrf.html"><a href="area-health-resources-files-ahrf.html#descriptive-statistics-1"><i class="fa fa-check"></i>Descriptive Statistics</a></li>
<li class="chapter" data-level="" data-path="area-health-resources-files-ahrf.html"><a href="area-health-resources-files-ahrf.html#subsetting-1"><i class="fa fa-check"></i>Subsetting</a></li>
<li class="chapter" data-level="" data-path="area-health-resources-files-ahrf.html"><a href="area-health-resources-files-ahrf.html#measures-of-uncertainty-1"><i class="fa fa-check"></i>Measures of Uncertainty</a></li>
<li class="chapter" data-level="" data-path="area-health-resources-files-ahrf.html"><a href="area-health-resources-files-ahrf.html#regression-models-and-tests-of-association-1"><i class="fa fa-check"></i>Regression Models and Tests of Association</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="area-health-resources-files-ahrf.html"><a href="area-health-resources-files-ahrf.html#replication-example-1"><i class="fa fa-check"></i>Replication Example</a></li>
<li class="chapter" data-level="" data-path="area-health-resources-files-ahrf.html"><a href="area-health-resources-files-ahrf.html#analysis-examples-with-dplyr"><i class="fa fa-check"></i>Analysis Examples with <code>dplyr</code>  </a></li>
<li class="chapter" data-level="" data-path="area-health-resources-files-ahrf.html"><a href="area-health-resources-files-ahrf.html#analysis-examples-with-data.table"><i class="fa fa-check"></i>Analysis Examples with <code>data.table</code>  </a></li>
<li class="chapter" data-level="" data-path="area-health-resources-files-ahrf.html"><a href="area-health-resources-files-ahrf.html#analysis-examples-with-duckdb"><i class="fa fa-check"></i>Analysis Examples with <code>duckdb</code>  </a></li>
</ul></li>
<li class="chapter" data-level="" data-path="american-housing-survey-ahs.html"><a href="american-housing-survey-ahs.html"><i class="fa fa-check"></i>American Housing Survey (AHS)</a>
<ul>
<li class="chapter" data-level="" data-path="american-housing-survey-ahs.html"><a href="american-housing-survey-ahs.html#download-import-preparation-3"><i class="fa fa-check"></i>Download, Import, Preparation</a>
<ul>
<li class="chapter" data-level="" data-path="american-housing-survey-ahs.html"><a href="american-housing-survey-ahs.html#save-locally-2"><i class="fa fa-check"></i>Save Locally  </a></li>
<li class="chapter" data-level="" data-path="american-housing-survey-ahs.html"><a href="american-housing-survey-ahs.html#survey-design-definition-1"><i class="fa fa-check"></i>Survey Design Definition</a></li>
<li class="chapter" data-level="" data-path="american-housing-survey-ahs.html"><a href="american-housing-survey-ahs.html#variable-recoding-2"><i class="fa fa-check"></i>Variable Recoding</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="american-housing-survey-ahs.html"><a href="american-housing-survey-ahs.html#analysis-examples-with-the-survey-library-1"><i class="fa fa-check"></i>Analysis Examples with the <code>survey</code> library  </a>
<ul>
<li class="chapter" data-level="" data-path="american-housing-survey-ahs.html"><a href="american-housing-survey-ahs.html#unweighted-counts-2"><i class="fa fa-check"></i>Unweighted Counts</a></li>
<li class="chapter" data-level="" data-path="american-housing-survey-ahs.html"><a href="american-housing-survey-ahs.html#weighted-counts-1"><i class="fa fa-check"></i>Weighted Counts</a></li>
<li class="chapter" data-level="" data-path="american-housing-survey-ahs.html"><a href="american-housing-survey-ahs.html#descriptive-statistics-2"><i class="fa fa-check"></i>Descriptive Statistics</a></li>
<li class="chapter" data-level="" data-path="american-housing-survey-ahs.html"><a href="american-housing-survey-ahs.html#subsetting-2"><i class="fa fa-check"></i>Subsetting</a></li>
<li class="chapter" data-level="" data-path="american-housing-survey-ahs.html"><a href="american-housing-survey-ahs.html#measures-of-uncertainty-2"><i class="fa fa-check"></i>Measures of Uncertainty</a></li>
<li class="chapter" data-level="" data-path="american-housing-survey-ahs.html"><a href="american-housing-survey-ahs.html#regression-models-and-tests-of-association-2"><i class="fa fa-check"></i>Regression Models and Tests of Association</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="american-housing-survey-ahs.html"><a href="american-housing-survey-ahs.html#replication-example-2"><i class="fa fa-check"></i>Replication Example</a></li>
<li class="chapter" data-level="" data-path="american-housing-survey-ahs.html"><a href="american-housing-survey-ahs.html#analysis-examples-with-srvyr-1"><i class="fa fa-check"></i>Analysis Examples with <code>srvyr</code>  </a></li>
</ul></li>
<li class="chapter" data-level="" data-path="american-national-election-studies-anes.html"><a href="american-national-election-studies-anes.html"><i class="fa fa-check"></i>American National Election Studies (ANES)</a>
<ul>
<li class="chapter" data-level="" data-path="american-national-election-studies-anes.html"><a href="american-national-election-studies-anes.html#function-definitions"><i class="fa fa-check"></i>Function Definitions</a></li>
<li class="chapter" data-level="" data-path="american-national-election-studies-anes.html"><a href="american-national-election-studies-anes.html#download-import-preparation-4"><i class="fa fa-check"></i>Download, Import, Preparation</a>
<ul>
<li class="chapter" data-level="" data-path="american-national-election-studies-anes.html"><a href="american-national-election-studies-anes.html#save-locally-3"><i class="fa fa-check"></i>Save Locally  </a></li>
<li class="chapter" data-level="" data-path="american-national-election-studies-anes.html"><a href="american-national-election-studies-anes.html#survey-design-definition-2"><i class="fa fa-check"></i>Survey Design Definition</a></li>
<li class="chapter" data-level="" data-path="american-national-election-studies-anes.html"><a href="american-national-election-studies-anes.html#variable-recoding-3"><i class="fa fa-check"></i>Variable Recoding</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="american-national-election-studies-anes.html"><a href="american-national-election-studies-anes.html#analysis-examples-with-the-survey-library-2"><i class="fa fa-check"></i>Analysis Examples with the <code>survey</code> library  </a>
<ul>
<li class="chapter" data-level="" data-path="american-national-election-studies-anes.html"><a href="american-national-election-studies-anes.html#unweighted-counts-3"><i class="fa fa-check"></i>Unweighted Counts</a></li>
<li class="chapter" data-level="" data-path="american-national-election-studies-anes.html"><a href="american-national-election-studies-anes.html#weighted-counts-2"><i class="fa fa-check"></i>Weighted Counts</a></li>
<li class="chapter" data-level="" data-path="american-national-election-studies-anes.html"><a href="american-national-election-studies-anes.html#descriptive-statistics-3"><i class="fa fa-check"></i>Descriptive Statistics</a></li>
<li class="chapter" data-level="" data-path="american-national-election-studies-anes.html"><a href="american-national-election-studies-anes.html#subsetting-3"><i class="fa fa-check"></i>Subsetting</a></li>
<li class="chapter" data-level="" data-path="american-national-election-studies-anes.html"><a href="american-national-election-studies-anes.html#measures-of-uncertainty-3"><i class="fa fa-check"></i>Measures of Uncertainty</a></li>
<li class="chapter" data-level="" data-path="american-national-election-studies-anes.html"><a href="american-national-election-studies-anes.html#regression-models-and-tests-of-association-3"><i class="fa fa-check"></i>Regression Models and Tests of Association</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="american-national-election-studies-anes.html"><a href="american-national-election-studies-anes.html#replication-example-3"><i class="fa fa-check"></i>Replication Example</a></li>
<li class="chapter" data-level="" data-path="american-national-election-studies-anes.html"><a href="american-national-election-studies-anes.html#analysis-examples-with-srvyr-2"><i class="fa fa-check"></i>Analysis Examples with <code>srvyr</code>  </a></li>
</ul></li>
<li class="chapter" data-level="" data-path="american-time-use-survey-atus.html"><a href="american-time-use-survey-atus.html"><i class="fa fa-check"></i>American Time Use Survey (ATUS)</a>
<ul>
<li class="chapter" data-level="" data-path="american-time-use-survey-atus.html"><a href="american-time-use-survey-atus.html#function-definitions-1"><i class="fa fa-check"></i>Function Definitions</a></li>
<li class="chapter" data-level="" data-path="american-time-use-survey-atus.html"><a href="american-time-use-survey-atus.html#download-import-preparation-5"><i class="fa fa-check"></i>Download, Import, Preparation</a>
<ul>
<li class="chapter" data-level="" data-path="american-time-use-survey-atus.html"><a href="american-time-use-survey-atus.html#save-locally-4"><i class="fa fa-check"></i>Save Locally  </a></li>
<li class="chapter" data-level="" data-path="american-time-use-survey-atus.html"><a href="american-time-use-survey-atus.html#survey-design-definition-3"><i class="fa fa-check"></i>Survey Design Definition</a></li>
<li class="chapter" data-level="" data-path="american-time-use-survey-atus.html"><a href="american-time-use-survey-atus.html#variable-recoding-4"><i class="fa fa-check"></i>Variable Recoding</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="american-time-use-survey-atus.html"><a href="american-time-use-survey-atus.html#analysis-examples-with-the-survey-library-3"><i class="fa fa-check"></i>Analysis Examples with the <code>survey</code> library  </a>
<ul>
<li class="chapter" data-level="" data-path="american-time-use-survey-atus.html"><a href="american-time-use-survey-atus.html#unweighted-counts-4"><i class="fa fa-check"></i>Unweighted Counts</a></li>
<li class="chapter" data-level="" data-path="american-time-use-survey-atus.html"><a href="american-time-use-survey-atus.html#weighted-counts-3"><i class="fa fa-check"></i>Weighted Counts</a></li>
<li class="chapter" data-level="" data-path="american-time-use-survey-atus.html"><a href="american-time-use-survey-atus.html#descriptive-statistics-4"><i class="fa fa-check"></i>Descriptive Statistics</a></li>
<li class="chapter" data-level="" data-path="american-time-use-survey-atus.html"><a href="american-time-use-survey-atus.html#subsetting-4"><i class="fa fa-check"></i>Subsetting</a></li>
<li class="chapter" data-level="" data-path="american-time-use-survey-atus.html"><a href="american-time-use-survey-atus.html#measures-of-uncertainty-4"><i class="fa fa-check"></i>Measures of Uncertainty</a></li>
<li class="chapter" data-level="" data-path="american-time-use-survey-atus.html"><a href="american-time-use-survey-atus.html#regression-models-and-tests-of-association-4"><i class="fa fa-check"></i>Regression Models and Tests of Association</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="american-time-use-survey-atus.html"><a href="american-time-use-survey-atus.html#replication-example-4"><i class="fa fa-check"></i>Replication Example</a></li>
<li class="chapter" data-level="" data-path="american-time-use-survey-atus.html"><a href="american-time-use-survey-atus.html#analysis-examples-with-srvyr-3"><i class="fa fa-check"></i>Analysis Examples with <code>srvyr</code>  </a></li>
</ul></li>
<li class="chapter" data-level="" data-path="behavioral-risk-factor-surveillance-system-brfss.html"><a href="behavioral-risk-factor-surveillance-system-brfss.html"><i class="fa fa-check"></i>Behavioral Risk Factor Surveillance System (BRFSS)</a>
<ul>
<li class="chapter" data-level="" data-path="behavioral-risk-factor-surveillance-system-brfss.html"><a href="behavioral-risk-factor-surveillance-system-brfss.html#download-import-preparation-6"><i class="fa fa-check"></i>Download, Import, Preparation</a>
<ul>
<li class="chapter" data-level="" data-path="behavioral-risk-factor-surveillance-system-brfss.html"><a href="behavioral-risk-factor-surveillance-system-brfss.html#save-locally-5"><i class="fa fa-check"></i>Save Locally  </a></li>
<li class="chapter" data-level="" data-path="behavioral-risk-factor-surveillance-system-brfss.html"><a href="behavioral-risk-factor-surveillance-system-brfss.html#survey-design-definition-4"><i class="fa fa-check"></i>Survey Design Definition</a></li>
<li class="chapter" data-level="" data-path="behavioral-risk-factor-surveillance-system-brfss.html"><a href="behavioral-risk-factor-surveillance-system-brfss.html#variable-recoding-5"><i class="fa fa-check"></i>Variable Recoding</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="behavioral-risk-factor-surveillance-system-brfss.html"><a href="behavioral-risk-factor-surveillance-system-brfss.html#analysis-examples-with-the-survey-library-4"><i class="fa fa-check"></i>Analysis Examples with the <code>survey</code> library  </a>
<ul>
<li class="chapter" data-level="" data-path="behavioral-risk-factor-surveillance-system-brfss.html"><a href="behavioral-risk-factor-surveillance-system-brfss.html#unweighted-counts-5"><i class="fa fa-check"></i>Unweighted Counts</a></li>
<li class="chapter" data-level="" data-path="behavioral-risk-factor-surveillance-system-brfss.html"><a href="behavioral-risk-factor-surveillance-system-brfss.html#weighted-counts-4"><i class="fa fa-check"></i>Weighted Counts</a></li>
<li class="chapter" data-level="" data-path="behavioral-risk-factor-surveillance-system-brfss.html"><a href="behavioral-risk-factor-surveillance-system-brfss.html#descriptive-statistics-5"><i class="fa fa-check"></i>Descriptive Statistics</a></li>
<li class="chapter" data-level="" data-path="behavioral-risk-factor-surveillance-system-brfss.html"><a href="behavioral-risk-factor-surveillance-system-brfss.html#subsetting-5"><i class="fa fa-check"></i>Subsetting</a></li>
<li class="chapter" data-level="" data-path="behavioral-risk-factor-surveillance-system-brfss.html"><a href="behavioral-risk-factor-surveillance-system-brfss.html#measures-of-uncertainty-5"><i class="fa fa-check"></i>Measures of Uncertainty</a></li>
<li class="chapter" data-level="" data-path="behavioral-risk-factor-surveillance-system-brfss.html"><a href="behavioral-risk-factor-surveillance-system-brfss.html#regression-models-and-tests-of-association-5"><i class="fa fa-check"></i>Regression Models and Tests of Association</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="behavioral-risk-factor-surveillance-system-brfss.html"><a href="behavioral-risk-factor-surveillance-system-brfss.html#replication-example-5"><i class="fa fa-check"></i>Replication Example</a></li>
<li class="chapter" data-level="" data-path="behavioral-risk-factor-surveillance-system-brfss.html"><a href="behavioral-risk-factor-surveillance-system-brfss.html#analysis-examples-with-srvyr-4"><i class="fa fa-check"></i>Analysis Examples with <code>srvyr</code>  </a></li>
</ul></li>
<li class="chapter" data-level="" data-path="consumer-expenditure-survey-ces.html"><a href="consumer-expenditure-survey-ces.html"><i class="fa fa-check"></i>Consumer Expenditure Survey (CES)</a>
<ul>
<li class="chapter" data-level="" data-path="consumer-expenditure-survey-ces.html"><a href="consumer-expenditure-survey-ces.html#download-import-preparation-7"><i class="fa fa-check"></i>Download, Import, Preparation</a>
<ul>
<li class="chapter" data-level="" data-path="consumer-expenditure-survey-ces.html"><a href="consumer-expenditure-survey-ces.html#save-locally-6"><i class="fa fa-check"></i>Save Locally  </a></li>
<li class="chapter" data-level="" data-path="consumer-expenditure-survey-ces.html"><a href="consumer-expenditure-survey-ces.html#survey-design-definition-5"><i class="fa fa-check"></i>Survey Design Definition</a></li>
<li class="chapter" data-level="" data-path="consumer-expenditure-survey-ces.html"><a href="consumer-expenditure-survey-ces.html#variable-recoding-6"><i class="fa fa-check"></i>Variable Recoding</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="consumer-expenditure-survey-ces.html"><a href="consumer-expenditure-survey-ces.html#analysis-examples-with-the-survey-library-5"><i class="fa fa-check"></i>Analysis Examples with the <code>survey</code> library  </a>
<ul>
<li class="chapter" data-level="" data-path="consumer-expenditure-survey-ces.html"><a href="consumer-expenditure-survey-ces.html#unweighted-counts-6"><i class="fa fa-check"></i>Unweighted Counts</a></li>
<li class="chapter" data-level="" data-path="consumer-expenditure-survey-ces.html"><a href="consumer-expenditure-survey-ces.html#weighted-counts-5"><i class="fa fa-check"></i>Weighted Counts</a></li>
<li class="chapter" data-level="" data-path="consumer-expenditure-survey-ces.html"><a href="consumer-expenditure-survey-ces.html#descriptive-statistics-6"><i class="fa fa-check"></i>Descriptive Statistics</a></li>
<li class="chapter" data-level="" data-path="consumer-expenditure-survey-ces.html"><a href="consumer-expenditure-survey-ces.html#subsetting-6"><i class="fa fa-check"></i>Subsetting</a></li>
<li class="chapter" data-level="" data-path="consumer-expenditure-survey-ces.html"><a href="consumer-expenditure-survey-ces.html#measures-of-uncertainty-6"><i class="fa fa-check"></i>Measures of Uncertainty</a></li>
<li class="chapter" data-level="" data-path="consumer-expenditure-survey-ces.html"><a href="consumer-expenditure-survey-ces.html#regression-models-and-tests-of-association-6"><i class="fa fa-check"></i>Regression Models and Tests of Association</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="consumer-expenditure-survey-ces.html"><a href="consumer-expenditure-survey-ces.html#replication-example-6"><i class="fa fa-check"></i>Replication Example</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="california-health-interview-survey-chis.html"><a href="california-health-interview-survey-chis.html"><i class="fa fa-check"></i>California Health Interview Survey (CHIS)</a>
<ul>
<li class="chapter" data-level="" data-path="california-health-interview-survey-chis.html"><a href="california-health-interview-survey-chis.html#function-definitions-2"><i class="fa fa-check"></i>Function Definitions</a></li>
<li class="chapter" data-level="" data-path="california-health-interview-survey-chis.html"><a href="california-health-interview-survey-chis.html#download-import-preparation-8"><i class="fa fa-check"></i>Download, Import, Preparation</a>
<ul>
<li class="chapter" data-level="" data-path="california-health-interview-survey-chis.html"><a href="california-health-interview-survey-chis.html#save-locally-7"><i class="fa fa-check"></i>Save Locally  </a></li>
<li class="chapter" data-level="" data-path="california-health-interview-survey-chis.html"><a href="california-health-interview-survey-chis.html#survey-design-definition-6"><i class="fa fa-check"></i>Survey Design Definition</a></li>
<li class="chapter" data-level="" data-path="california-health-interview-survey-chis.html"><a href="california-health-interview-survey-chis.html#variable-recoding-7"><i class="fa fa-check"></i>Variable Recoding</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="california-health-interview-survey-chis.html"><a href="california-health-interview-survey-chis.html#analysis-examples-with-the-survey-library-6"><i class="fa fa-check"></i>Analysis Examples with the <code>survey</code> library  </a>
<ul>
<li class="chapter" data-level="" data-path="california-health-interview-survey-chis.html"><a href="california-health-interview-survey-chis.html#unweighted-counts-7"><i class="fa fa-check"></i>Unweighted Counts</a></li>
<li class="chapter" data-level="" data-path="california-health-interview-survey-chis.html"><a href="california-health-interview-survey-chis.html#weighted-counts-6"><i class="fa fa-check"></i>Weighted Counts</a></li>
<li class="chapter" data-level="" data-path="california-health-interview-survey-chis.html"><a href="california-health-interview-survey-chis.html#descriptive-statistics-7"><i class="fa fa-check"></i>Descriptive Statistics</a></li>
<li class="chapter" data-level="" data-path="california-health-interview-survey-chis.html"><a href="california-health-interview-survey-chis.html#subsetting-7"><i class="fa fa-check"></i>Subsetting</a></li>
<li class="chapter" data-level="" data-path="california-health-interview-survey-chis.html"><a href="california-health-interview-survey-chis.html#measures-of-uncertainty-7"><i class="fa fa-check"></i>Measures of Uncertainty</a></li>
<li class="chapter" data-level="" data-path="california-health-interview-survey-chis.html"><a href="california-health-interview-survey-chis.html#regression-models-and-tests-of-association-7"><i class="fa fa-check"></i>Regression Models and Tests of Association</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="california-health-interview-survey-chis.html"><a href="california-health-interview-survey-chis.html#replication-example-7"><i class="fa fa-check"></i>Replication Example</a></li>
<li class="chapter" data-level="" data-path="california-health-interview-survey-chis.html"><a href="california-health-interview-survey-chis.html#analysis-examples-with-srvyr-5"><i class="fa fa-check"></i>Analysis Examples with <code>srvyr</code>  </a></li>
</ul></li>
<li class="chapter" data-level="" data-path="census-of-governments-cog.html"><a href="census-of-governments-cog.html"><i class="fa fa-check"></i>Census of Governments (COG)</a>
<ul>
<li class="chapter" data-level="" data-path="census-of-governments-cog.html"><a href="census-of-governments-cog.html#download-import-preparation-9"><i class="fa fa-check"></i>Download, Import, Preparation</a>
<ul>
<li class="chapter" data-level="" data-path="census-of-governments-cog.html"><a href="census-of-governments-cog.html#save-locally-8"><i class="fa fa-check"></i>Save Locally  </a></li>
<li class="chapter" data-level="" data-path="census-of-governments-cog.html"><a href="census-of-governments-cog.html#variable-recoding-8"><i class="fa fa-check"></i>Variable Recoding</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="census-of-governments-cog.html"><a href="census-of-governments-cog.html#analysis-examples-with-base-r-1"><i class="fa fa-check"></i>Analysis Examples with base R  </a>
<ul>
<li class="chapter" data-level="" data-path="census-of-governments-cog.html"><a href="census-of-governments-cog.html#unweighted-counts-8"><i class="fa fa-check"></i>Unweighted Counts</a></li>
<li class="chapter" data-level="" data-path="census-of-governments-cog.html"><a href="census-of-governments-cog.html#descriptive-statistics-8"><i class="fa fa-check"></i>Descriptive Statistics</a></li>
<li class="chapter" data-level="" data-path="census-of-governments-cog.html"><a href="census-of-governments-cog.html#subsetting-8"><i class="fa fa-check"></i>Subsetting</a></li>
<li class="chapter" data-level="" data-path="census-of-governments-cog.html"><a href="census-of-governments-cog.html#measures-of-uncertainty-8"><i class="fa fa-check"></i>Measures of Uncertainty</a></li>
<li class="chapter" data-level="" data-path="census-of-governments-cog.html"><a href="census-of-governments-cog.html#regression-models-and-tests-of-association-8"><i class="fa fa-check"></i>Regression Models and Tests of Association</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="census-of-governments-cog.html"><a href="census-of-governments-cog.html#replication-example-8"><i class="fa fa-check"></i>Replication Example</a></li>
<li class="chapter" data-level="" data-path="census-of-governments-cog.html"><a href="census-of-governments-cog.html#analysis-examples-with-dplyr-1"><i class="fa fa-check"></i>Analysis Examples with <code>dplyr</code>  </a></li>
<li class="chapter" data-level="" data-path="census-of-governments-cog.html"><a href="census-of-governments-cog.html#analysis-examples-with-data.table-1"><i class="fa fa-check"></i>Analysis Examples with <code>data.table</code>  </a></li>
<li class="chapter" data-level="" data-path="census-of-governments-cog.html"><a href="census-of-governments-cog.html#analysis-examples-with-duckdb-1"><i class="fa fa-check"></i>Analysis Examples with <code>duckdb</code>  </a></li>
</ul></li>
<li class="chapter" data-level="" data-path="current-population-survey-cps.html"><a href="current-population-survey-cps.html"><i class="fa fa-check"></i>Current Population Survey (CPS)</a>
<ul>
<li class="chapter" data-level="" data-path="current-population-survey-cps.html"><a href="current-population-survey-cps.html#download-import-preparation-10"><i class="fa fa-check"></i>Download, Import, Preparation</a>
<ul>
<li class="chapter" data-level="" data-path="current-population-survey-cps.html"><a href="current-population-survey-cps.html#save-locally-9"><i class="fa fa-check"></i>Save Locally  </a></li>
<li class="chapter" data-level="" data-path="current-population-survey-cps.html"><a href="current-population-survey-cps.html#survey-design-definition-7"><i class="fa fa-check"></i>Survey Design Definition</a></li>
<li class="chapter" data-level="" data-path="current-population-survey-cps.html"><a href="current-population-survey-cps.html#variable-recoding-9"><i class="fa fa-check"></i>Variable Recoding</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="current-population-survey-cps.html"><a href="current-population-survey-cps.html#analysis-examples-with-the-survey-library-7"><i class="fa fa-check"></i>Analysis Examples with the <code>survey</code> library  </a>
<ul>
<li class="chapter" data-level="" data-path="current-population-survey-cps.html"><a href="current-population-survey-cps.html#unweighted-counts-9"><i class="fa fa-check"></i>Unweighted Counts</a></li>
<li class="chapter" data-level="" data-path="current-population-survey-cps.html"><a href="current-population-survey-cps.html#weighted-counts-7"><i class="fa fa-check"></i>Weighted Counts</a></li>
<li class="chapter" data-level="" data-path="current-population-survey-cps.html"><a href="current-population-survey-cps.html#descriptive-statistics-9"><i class="fa fa-check"></i>Descriptive Statistics</a></li>
<li class="chapter" data-level="" data-path="current-population-survey-cps.html"><a href="current-population-survey-cps.html#subsetting-9"><i class="fa fa-check"></i>Subsetting</a></li>
<li class="chapter" data-level="" data-path="current-population-survey-cps.html"><a href="current-population-survey-cps.html#measures-of-uncertainty-9"><i class="fa fa-check"></i>Measures of Uncertainty</a></li>
<li class="chapter" data-level="" data-path="current-population-survey-cps.html"><a href="current-population-survey-cps.html#regression-models-and-tests-of-association-9"><i class="fa fa-check"></i>Regression Models and Tests of Association</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="current-population-survey-cps.html"><a href="current-population-survey-cps.html#replication-example-9"><i class="fa fa-check"></i>Replication Example</a></li>
<li class="chapter" data-level="" data-path="current-population-survey-cps.html"><a href="current-population-survey-cps.html#poverty-and-inequality-estimation-with-convey-1"><i class="fa fa-check"></i>Poverty and Inequality Estimation with <code>convey</code>  </a></li>
<li class="chapter" data-level="" data-path="current-population-survey-cps.html"><a href="current-population-survey-cps.html#analysis-examples-with-srvyr-6"><i class="fa fa-check"></i>Analysis Examples with <code>srvyr</code>  </a></li>
</ul></li>
<li class="chapter" data-level="" data-path="exame-nacional-de-desempenho-de-estudantes-enade.html"><a href="exame-nacional-de-desempenho-de-estudantes-enade.html"><i class="fa fa-check"></i>Exame Nacional de Desempenho de Estudantes (ENADE)</a>
<ul>
<li class="chapter" data-level="" data-path="exame-nacional-de-desempenho-de-estudantes-enade.html"><a href="exame-nacional-de-desempenho-de-estudantes-enade.html#download-import-preparation-11"><i class="fa fa-check"></i>Download, Import, Preparation</a>
<ul>
<li class="chapter" data-level="" data-path="exame-nacional-de-desempenho-de-estudantes-enade.html"><a href="exame-nacional-de-desempenho-de-estudantes-enade.html#save-locally-10"><i class="fa fa-check"></i>Save Locally  </a></li>
<li class="chapter" data-level="" data-path="exame-nacional-de-desempenho-de-estudantes-enade.html"><a href="exame-nacional-de-desempenho-de-estudantes-enade.html#variable-recoding-10"><i class="fa fa-check"></i>Variable Recoding</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="exame-nacional-de-desempenho-de-estudantes-enade.html"><a href="exame-nacional-de-desempenho-de-estudantes-enade.html#analysis-examples-with-base-r-2"><i class="fa fa-check"></i>Analysis Examples with base R  </a>
<ul>
<li class="chapter" data-level="" data-path="exame-nacional-de-desempenho-de-estudantes-enade.html"><a href="exame-nacional-de-desempenho-de-estudantes-enade.html#unweighted-counts-10"><i class="fa fa-check"></i>Unweighted Counts</a></li>
<li class="chapter" data-level="" data-path="exame-nacional-de-desempenho-de-estudantes-enade.html"><a href="exame-nacional-de-desempenho-de-estudantes-enade.html#descriptive-statistics-10"><i class="fa fa-check"></i>Descriptive Statistics</a></li>
<li class="chapter" data-level="" data-path="exame-nacional-de-desempenho-de-estudantes-enade.html"><a href="exame-nacional-de-desempenho-de-estudantes-enade.html#subsetting-10"><i class="fa fa-check"></i>Subsetting</a></li>
<li class="chapter" data-level="" data-path="exame-nacional-de-desempenho-de-estudantes-enade.html"><a href="exame-nacional-de-desempenho-de-estudantes-enade.html#measures-of-uncertainty-10"><i class="fa fa-check"></i>Measures of Uncertainty</a></li>
<li class="chapter" data-level="" data-path="exame-nacional-de-desempenho-de-estudantes-enade.html"><a href="exame-nacional-de-desempenho-de-estudantes-enade.html#regression-models-and-tests-of-association-10"><i class="fa fa-check"></i>Regression Models and Tests of Association</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="exame-nacional-de-desempenho-de-estudantes-enade.html"><a href="exame-nacional-de-desempenho-de-estudantes-enade.html#replication-example-10"><i class="fa fa-check"></i>Replication Example</a></li>
<li class="chapter" data-level="" data-path="exame-nacional-de-desempenho-de-estudantes-enade.html"><a href="exame-nacional-de-desempenho-de-estudantes-enade.html#analysis-examples-with-dplyr-2"><i class="fa fa-check"></i>Analysis Examples with <code>dplyr</code>  </a></li>
<li class="chapter" data-level="" data-path="exame-nacional-de-desempenho-de-estudantes-enade.html"><a href="exame-nacional-de-desempenho-de-estudantes-enade.html#analysis-examples-with-data.table-2"><i class="fa fa-check"></i>Analysis Examples with <code>data.table</code>  </a></li>
<li class="chapter" data-level="" data-path="exame-nacional-de-desempenho-de-estudantes-enade.html"><a href="exame-nacional-de-desempenho-de-estudantes-enade.html#analysis-examples-with-duckdb-2"><i class="fa fa-check"></i>Analysis Examples with <code>duckdb</code>  </a></li>
</ul></li>
<li class="chapter" data-level="" data-path="exame-nacional-do-ensino-medio-enem.html"><a href="exame-nacional-do-ensino-medio-enem.html"><i class="fa fa-check"></i>Exame Nacional do Ensino Medio (ENEM)</a>
<ul>
<li class="chapter" data-level="" data-path="exame-nacional-do-ensino-medio-enem.html"><a href="exame-nacional-do-ensino-medio-enem.html#download-import-preparation-12"><i class="fa fa-check"></i>Download, Import, Preparation</a>
<ul>
<li class="chapter" data-level="" data-path="exame-nacional-do-ensino-medio-enem.html"><a href="exame-nacional-do-ensino-medio-enem.html#save-locally-11"><i class="fa fa-check"></i>Save Locally  </a></li>
<li class="chapter" data-level="" data-path="exame-nacional-do-ensino-medio-enem.html"><a href="exame-nacional-do-ensino-medio-enem.html#variable-recoding-11"><i class="fa fa-check"></i>Variable Recoding</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="exame-nacional-do-ensino-medio-enem.html"><a href="exame-nacional-do-ensino-medio-enem.html#analysis-examples-with-base-r-3"><i class="fa fa-check"></i>Analysis Examples with base R  </a>
<ul>
<li class="chapter" data-level="" data-path="exame-nacional-do-ensino-medio-enem.html"><a href="exame-nacional-do-ensino-medio-enem.html#unweighted-counts-11"><i class="fa fa-check"></i>Unweighted Counts</a></li>
<li class="chapter" data-level="" data-path="exame-nacional-do-ensino-medio-enem.html"><a href="exame-nacional-do-ensino-medio-enem.html#descriptive-statistics-11"><i class="fa fa-check"></i>Descriptive Statistics</a></li>
<li class="chapter" data-level="" data-path="exame-nacional-do-ensino-medio-enem.html"><a href="exame-nacional-do-ensino-medio-enem.html#subsetting-11"><i class="fa fa-check"></i>Subsetting</a></li>
<li class="chapter" data-level="" data-path="exame-nacional-do-ensino-medio-enem.html"><a href="exame-nacional-do-ensino-medio-enem.html#measures-of-uncertainty-11"><i class="fa fa-check"></i>Measures of Uncertainty</a></li>
<li class="chapter" data-level="" data-path="exame-nacional-do-ensino-medio-enem.html"><a href="exame-nacional-do-ensino-medio-enem.html#regression-models-and-tests-of-association-11"><i class="fa fa-check"></i>Regression Models and Tests of Association</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="exame-nacional-do-ensino-medio-enem.html"><a href="exame-nacional-do-ensino-medio-enem.html#replication-example-11"><i class="fa fa-check"></i>Replication Example</a></li>
<li class="chapter" data-level="" data-path="exame-nacional-do-ensino-medio-enem.html"><a href="exame-nacional-do-ensino-medio-enem.html#analysis-examples-with-dplyr-3"><i class="fa fa-check"></i>Analysis Examples with <code>dplyr</code>  </a></li>
<li class="chapter" data-level="" data-path="exame-nacional-do-ensino-medio-enem.html"><a href="exame-nacional-do-ensino-medio-enem.html#analysis-examples-with-data.table-3"><i class="fa fa-check"></i>Analysis Examples with <code>data.table</code>  </a></li>
<li class="chapter" data-level="" data-path="exame-nacional-do-ensino-medio-enem.html"><a href="exame-nacional-do-ensino-medio-enem.html#analysis-examples-with-duckdb-3"><i class="fa fa-check"></i>Analysis Examples with <code>duckdb</code>  </a></li>
</ul></li>
<li class="chapter" data-level="" data-path="european-social-survey-ess.html"><a href="european-social-survey-ess.html"><i class="fa fa-check"></i>European Social Survey (ESS)</a>
<ul>
<li class="chapter" data-level="" data-path="european-social-survey-ess.html"><a href="european-social-survey-ess.html#download-import-preparation-13"><i class="fa fa-check"></i>Download, Import, Preparation</a>
<ul>
<li class="chapter" data-level="" data-path="european-social-survey-ess.html"><a href="european-social-survey-ess.html#save-locally-12"><i class="fa fa-check"></i>Save Locally  </a></li>
<li class="chapter" data-level="" data-path="european-social-survey-ess.html"><a href="european-social-survey-ess.html#survey-design-definition-8"><i class="fa fa-check"></i>Survey Design Definition</a></li>
<li class="chapter" data-level="" data-path="european-social-survey-ess.html"><a href="european-social-survey-ess.html#variable-recoding-12"><i class="fa fa-check"></i>Variable Recoding</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="european-social-survey-ess.html"><a href="european-social-survey-ess.html#analysis-examples-with-the-survey-library-8"><i class="fa fa-check"></i>Analysis Examples with the <code>survey</code> library  </a>
<ul>
<li class="chapter" data-level="" data-path="european-social-survey-ess.html"><a href="european-social-survey-ess.html#unweighted-counts-12"><i class="fa fa-check"></i>Unweighted Counts</a></li>
<li class="chapter" data-level="" data-path="european-social-survey-ess.html"><a href="european-social-survey-ess.html#weighted-counts-8"><i class="fa fa-check"></i>Weighted Counts</a></li>
<li class="chapter" data-level="" data-path="european-social-survey-ess.html"><a href="european-social-survey-ess.html#descriptive-statistics-12"><i class="fa fa-check"></i>Descriptive Statistics</a></li>
<li class="chapter" data-level="" data-path="european-social-survey-ess.html"><a href="european-social-survey-ess.html#subsetting-12"><i class="fa fa-check"></i>Subsetting</a></li>
<li class="chapter" data-level="" data-path="european-social-survey-ess.html"><a href="european-social-survey-ess.html#measures-of-uncertainty-12"><i class="fa fa-check"></i>Measures of Uncertainty</a></li>
<li class="chapter" data-level="" data-path="european-social-survey-ess.html"><a href="european-social-survey-ess.html#regression-models-and-tests-of-association-12"><i class="fa fa-check"></i>Regression Models and Tests of Association</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="european-social-survey-ess.html"><a href="european-social-survey-ess.html#replication-example-12"><i class="fa fa-check"></i>Replication Example</a></li>
<li class="chapter" data-level="" data-path="european-social-survey-ess.html"><a href="european-social-survey-ess.html#analysis-examples-with-srvyr-7"><i class="fa fa-check"></i>Analysis Examples with <code>srvyr</code>  </a></li>
</ul></li>
<li class="chapter" data-level="" data-path="fda-adverse-event-reporting-system-faers.html"><a href="fda-adverse-event-reporting-system-faers.html"><i class="fa fa-check"></i>FDA Adverse Event Reporting System (FAERS)</a>
<ul>
<li class="chapter" data-level="" data-path="fda-adverse-event-reporting-system-faers.html"><a href="fda-adverse-event-reporting-system-faers.html#function-definitions-3"><i class="fa fa-check"></i>Function Definitions</a></li>
<li class="chapter" data-level="" data-path="fda-adverse-event-reporting-system-faers.html"><a href="fda-adverse-event-reporting-system-faers.html#download-import-preparation-14"><i class="fa fa-check"></i>Download, Import, Preparation</a>
<ul>
<li class="chapter" data-level="" data-path="fda-adverse-event-reporting-system-faers.html"><a href="fda-adverse-event-reporting-system-faers.html#save-locally-13"><i class="fa fa-check"></i>Save Locally  </a></li>
<li class="chapter" data-level="" data-path="fda-adverse-event-reporting-system-faers.html"><a href="fda-adverse-event-reporting-system-faers.html#variable-recoding-13"><i class="fa fa-check"></i>Variable Recoding</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="fda-adverse-event-reporting-system-faers.html"><a href="fda-adverse-event-reporting-system-faers.html#analysis-examples-with-base-r-4"><i class="fa fa-check"></i>Analysis Examples with base R  </a>
<ul>
<li class="chapter" data-level="" data-path="fda-adverse-event-reporting-system-faers.html"><a href="fda-adverse-event-reporting-system-faers.html#unweighted-counts-13"><i class="fa fa-check"></i>Unweighted Counts</a></li>
<li class="chapter" data-level="" data-path="fda-adverse-event-reporting-system-faers.html"><a href="fda-adverse-event-reporting-system-faers.html#descriptive-statistics-13"><i class="fa fa-check"></i>Descriptive Statistics</a></li>
<li class="chapter" data-level="" data-path="fda-adverse-event-reporting-system-faers.html"><a href="fda-adverse-event-reporting-system-faers.html#subsetting-13"><i class="fa fa-check"></i>Subsetting</a></li>
<li class="chapter" data-level="" data-path="fda-adverse-event-reporting-system-faers.html"><a href="fda-adverse-event-reporting-system-faers.html#measures-of-uncertainty-13"><i class="fa fa-check"></i>Measures of Uncertainty</a></li>
<li class="chapter" data-level="" data-path="fda-adverse-event-reporting-system-faers.html"><a href="fda-adverse-event-reporting-system-faers.html#regression-models-and-tests-of-association-13"><i class="fa fa-check"></i>Regression Models and Tests of Association</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="fda-adverse-event-reporting-system-faers.html"><a href="fda-adverse-event-reporting-system-faers.html#replication-example-13"><i class="fa fa-check"></i>Replication Example</a></li>
<li class="chapter" data-level="" data-path="fda-adverse-event-reporting-system-faers.html"><a href="fda-adverse-event-reporting-system-faers.html#analysis-examples-with-dplyr-4"><i class="fa fa-check"></i>Analysis Examples with <code>dplyr</code>  </a></li>
<li class="chapter" data-level="" data-path="fda-adverse-event-reporting-system-faers.html"><a href="fda-adverse-event-reporting-system-faers.html#analysis-examples-with-data.table-4"><i class="fa fa-check"></i>Analysis Examples with <code>data.table</code>  </a></li>
<li class="chapter" data-level="" data-path="fda-adverse-event-reporting-system-faers.html"><a href="fda-adverse-event-reporting-system-faers.html#analysis-examples-with-duckdb-4"><i class="fa fa-check"></i>Analysis Examples with <code>duckdb</code>  </a></li>
</ul></li>
<li class="chapter" data-level="" data-path="general-social-survey-gss.html"><a href="general-social-survey-gss.html"><i class="fa fa-check"></i>General Social Survey (GSS)</a>
<ul>
<li class="chapter" data-level="" data-path="general-social-survey-gss.html"><a href="general-social-survey-gss.html#download-import-preparation-15"><i class="fa fa-check"></i>Download, Import, Preparation</a>
<ul>
<li class="chapter" data-level="" data-path="general-social-survey-gss.html"><a href="general-social-survey-gss.html#save-locally-14"><i class="fa fa-check"></i>Save Locally  </a></li>
<li class="chapter" data-level="" data-path="general-social-survey-gss.html"><a href="general-social-survey-gss.html#survey-design-definition-9"><i class="fa fa-check"></i>Survey Design Definition</a></li>
<li class="chapter" data-level="" data-path="general-social-survey-gss.html"><a href="general-social-survey-gss.html#variable-recoding-14"><i class="fa fa-check"></i>Variable Recoding</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="general-social-survey-gss.html"><a href="general-social-survey-gss.html#analysis-examples-with-the-survey-library-9"><i class="fa fa-check"></i>Analysis Examples with the <code>survey</code> library  </a>
<ul>
<li class="chapter" data-level="" data-path="general-social-survey-gss.html"><a href="general-social-survey-gss.html#unweighted-counts-14"><i class="fa fa-check"></i>Unweighted Counts</a></li>
<li class="chapter" data-level="" data-path="general-social-survey-gss.html"><a href="general-social-survey-gss.html#weighted-counts-9"><i class="fa fa-check"></i>Weighted Counts</a></li>
<li class="chapter" data-level="" data-path="general-social-survey-gss.html"><a href="general-social-survey-gss.html#descriptive-statistics-14"><i class="fa fa-check"></i>Descriptive Statistics</a></li>
<li class="chapter" data-level="" data-path="general-social-survey-gss.html"><a href="general-social-survey-gss.html#subsetting-14"><i class="fa fa-check"></i>Subsetting</a></li>
<li class="chapter" data-level="" data-path="general-social-survey-gss.html"><a href="general-social-survey-gss.html#measures-of-uncertainty-14"><i class="fa fa-check"></i>Measures of Uncertainty</a></li>
<li class="chapter" data-level="" data-path="general-social-survey-gss.html"><a href="general-social-survey-gss.html#regression-models-and-tests-of-association-14"><i class="fa fa-check"></i>Regression Models and Tests of Association</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="general-social-survey-gss.html"><a href="general-social-survey-gss.html#replication-example-14"><i class="fa fa-check"></i>Replication Example</a></li>
<li class="chapter" data-level="" data-path="general-social-survey-gss.html"><a href="general-social-survey-gss.html#analysis-examples-with-srvyr-8"><i class="fa fa-check"></i>Analysis Examples with <code>srvyr</code>  </a></li>
</ul></li>
<li class="chapter" data-level="" data-path="health-and-retirement-study-hrs.html"><a href="health-and-retirement-study-hrs.html"><i class="fa fa-check"></i>Health and Retirement Study (HRS)</a>
<ul>
<li class="chapter" data-level="" data-path="health-and-retirement-study-hrs.html"><a href="health-and-retirement-study-hrs.html#download-import-preparation-16"><i class="fa fa-check"></i>Download, Import, Preparation</a>
<ul>
<li class="chapter" data-level="" data-path="health-and-retirement-study-hrs.html"><a href="health-and-retirement-study-hrs.html#save-locally-15"><i class="fa fa-check"></i>Save Locally  </a></li>
<li class="chapter" data-level="" data-path="health-and-retirement-study-hrs.html"><a href="health-and-retirement-study-hrs.html#survey-design-definition-10"><i class="fa fa-check"></i>Survey Design Definition</a></li>
<li class="chapter" data-level="" data-path="health-and-retirement-study-hrs.html"><a href="health-and-retirement-study-hrs.html#variable-recoding-15"><i class="fa fa-check"></i>Variable Recoding</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="health-and-retirement-study-hrs.html"><a href="health-and-retirement-study-hrs.html#analysis-examples-with-the-survey-library-10"><i class="fa fa-check"></i>Analysis Examples with the <code>survey</code> library  </a>
<ul>
<li class="chapter" data-level="" data-path="health-and-retirement-study-hrs.html"><a href="health-and-retirement-study-hrs.html#unweighted-counts-15"><i class="fa fa-check"></i>Unweighted Counts</a></li>
<li class="chapter" data-level="" data-path="health-and-retirement-study-hrs.html"><a href="health-and-retirement-study-hrs.html#weighted-counts-10"><i class="fa fa-check"></i>Weighted Counts</a></li>
<li class="chapter" data-level="" data-path="health-and-retirement-study-hrs.html"><a href="health-and-retirement-study-hrs.html#descriptive-statistics-15"><i class="fa fa-check"></i>Descriptive Statistics</a></li>
<li class="chapter" data-level="" data-path="health-and-retirement-study-hrs.html"><a href="health-and-retirement-study-hrs.html#subsetting-15"><i class="fa fa-check"></i>Subsetting</a></li>
<li class="chapter" data-level="" data-path="health-and-retirement-study-hrs.html"><a href="health-and-retirement-study-hrs.html#measures-of-uncertainty-15"><i class="fa fa-check"></i>Measures of Uncertainty</a></li>
<li class="chapter" data-level="" data-path="health-and-retirement-study-hrs.html"><a href="health-and-retirement-study-hrs.html#regression-models-and-tests-of-association-15"><i class="fa fa-check"></i>Regression Models and Tests of Association</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="health-and-retirement-study-hrs.html"><a href="health-and-retirement-study-hrs.html#replication-example-15"><i class="fa fa-check"></i>Replication Example</a></li>
<li class="chapter" data-level="" data-path="health-and-retirement-study-hrs.html"><a href="health-and-retirement-study-hrs.html#analysis-examples-with-srvyr-9"><i class="fa fa-check"></i>Analysis Examples with <code>srvyr</code>  </a></li>
</ul></li>
<li class="chapter" data-level="" data-path="medicare-current-beneficiary-survey-mcbs.html"><a href="medicare-current-beneficiary-survey-mcbs.html"><i class="fa fa-check"></i>Medicare Current Beneficiary Survey (MCBS)</a>
<ul>
<li class="chapter" data-level="" data-path="medicare-current-beneficiary-survey-mcbs.html"><a href="medicare-current-beneficiary-survey-mcbs.html#download-import-preparation-17"><i class="fa fa-check"></i>Download, Import, Preparation</a>
<ul>
<li class="chapter" data-level="" data-path="medicare-current-beneficiary-survey-mcbs.html"><a href="medicare-current-beneficiary-survey-mcbs.html#save-locally-16"><i class="fa fa-check"></i>Save Locally  </a></li>
<li class="chapter" data-level="" data-path="medicare-current-beneficiary-survey-mcbs.html"><a href="medicare-current-beneficiary-survey-mcbs.html#survey-design-definition-11"><i class="fa fa-check"></i>Survey Design Definition</a></li>
<li class="chapter" data-level="" data-path="medicare-current-beneficiary-survey-mcbs.html"><a href="medicare-current-beneficiary-survey-mcbs.html#variable-recoding-16"><i class="fa fa-check"></i>Variable Recoding</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="medicare-current-beneficiary-survey-mcbs.html"><a href="medicare-current-beneficiary-survey-mcbs.html#analysis-examples-with-the-survey-library-11"><i class="fa fa-check"></i>Analysis Examples with the <code>survey</code> library  </a>
<ul>
<li class="chapter" data-level="" data-path="medicare-current-beneficiary-survey-mcbs.html"><a href="medicare-current-beneficiary-survey-mcbs.html#unweighted-counts-16"><i class="fa fa-check"></i>Unweighted Counts</a></li>
<li class="chapter" data-level="" data-path="medicare-current-beneficiary-survey-mcbs.html"><a href="medicare-current-beneficiary-survey-mcbs.html#weighted-counts-11"><i class="fa fa-check"></i>Weighted Counts</a></li>
<li class="chapter" data-level="" data-path="medicare-current-beneficiary-survey-mcbs.html"><a href="medicare-current-beneficiary-survey-mcbs.html#descriptive-statistics-16"><i class="fa fa-check"></i>Descriptive Statistics</a></li>
<li class="chapter" data-level="" data-path="medicare-current-beneficiary-survey-mcbs.html"><a href="medicare-current-beneficiary-survey-mcbs.html#subsetting-16"><i class="fa fa-check"></i>Subsetting</a></li>
<li class="chapter" data-level="" data-path="medicare-current-beneficiary-survey-mcbs.html"><a href="medicare-current-beneficiary-survey-mcbs.html#measures-of-uncertainty-16"><i class="fa fa-check"></i>Measures of Uncertainty</a></li>
<li class="chapter" data-level="" data-path="medicare-current-beneficiary-survey-mcbs.html"><a href="medicare-current-beneficiary-survey-mcbs.html#regression-models-and-tests-of-association-16"><i class="fa fa-check"></i>Regression Models and Tests of Association</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="medicare-current-beneficiary-survey-mcbs.html"><a href="medicare-current-beneficiary-survey-mcbs.html#replication-example-16"><i class="fa fa-check"></i>Replication Example</a></li>
<li class="chapter" data-level="" data-path="medicare-current-beneficiary-survey-mcbs.html"><a href="medicare-current-beneficiary-survey-mcbs.html#analysis-examples-with-srvyr-10"><i class="fa fa-check"></i>Analysis Examples with <code>srvyr</code>  </a></li>
</ul></li>
<li class="chapter" data-level="" data-path="medical-expenditure-panel-survey-meps.html"><a href="medical-expenditure-panel-survey-meps.html"><i class="fa fa-check"></i>Medical Expenditure Panel Survey (MEPS)</a>
<ul>
<li class="chapter" data-level="" data-path="medical-expenditure-panel-survey-meps.html"><a href="medical-expenditure-panel-survey-meps.html#function-definitions-4"><i class="fa fa-check"></i>Function Definitions</a></li>
<li class="chapter" data-level="" data-path="medical-expenditure-panel-survey-meps.html"><a href="medical-expenditure-panel-survey-meps.html#download-import-preparation-18"><i class="fa fa-check"></i>Download, Import, Preparation</a>
<ul>
<li class="chapter" data-level="" data-path="medical-expenditure-panel-survey-meps.html"><a href="medical-expenditure-panel-survey-meps.html#save-locally-17"><i class="fa fa-check"></i>Save Locally  </a></li>
<li class="chapter" data-level="" data-path="medical-expenditure-panel-survey-meps.html"><a href="medical-expenditure-panel-survey-meps.html#survey-design-definition-12"><i class="fa fa-check"></i>Survey Design Definition</a></li>
<li class="chapter" data-level="" data-path="medical-expenditure-panel-survey-meps.html"><a href="medical-expenditure-panel-survey-meps.html#variable-recoding-17"><i class="fa fa-check"></i>Variable Recoding</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="medical-expenditure-panel-survey-meps.html"><a href="medical-expenditure-panel-survey-meps.html#analysis-examples-with-the-survey-library-12"><i class="fa fa-check"></i>Analysis Examples with the <code>survey</code> library  </a>
<ul>
<li class="chapter" data-level="" data-path="medical-expenditure-panel-survey-meps.html"><a href="medical-expenditure-panel-survey-meps.html#unweighted-counts-17"><i class="fa fa-check"></i>Unweighted Counts</a></li>
<li class="chapter" data-level="" data-path="medical-expenditure-panel-survey-meps.html"><a href="medical-expenditure-panel-survey-meps.html#weighted-counts-12"><i class="fa fa-check"></i>Weighted Counts</a></li>
<li class="chapter" data-level="" data-path="medical-expenditure-panel-survey-meps.html"><a href="medical-expenditure-panel-survey-meps.html#descriptive-statistics-17"><i class="fa fa-check"></i>Descriptive Statistics</a></li>
<li class="chapter" data-level="" data-path="medical-expenditure-panel-survey-meps.html"><a href="medical-expenditure-panel-survey-meps.html#subsetting-17"><i class="fa fa-check"></i>Subsetting</a></li>
<li class="chapter" data-level="" data-path="medical-expenditure-panel-survey-meps.html"><a href="medical-expenditure-panel-survey-meps.html#measures-of-uncertainty-17"><i class="fa fa-check"></i>Measures of Uncertainty</a></li>
<li class="chapter" data-level="" data-path="medical-expenditure-panel-survey-meps.html"><a href="medical-expenditure-panel-survey-meps.html#regression-models-and-tests-of-association-17"><i class="fa fa-check"></i>Regression Models and Tests of Association</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="medical-expenditure-panel-survey-meps.html"><a href="medical-expenditure-panel-survey-meps.html#replication-example-17"><i class="fa fa-check"></i>Replication Example</a></li>
<li class="chapter" data-level="" data-path="medical-expenditure-panel-survey-meps.html"><a href="medical-expenditure-panel-survey-meps.html#analysis-examples-with-srvyr-11"><i class="fa fa-check"></i>Analysis Examples with <code>srvyr</code>  </a></li>
</ul></li>
<li class="chapter" data-level="" data-path="medical-large-claims-experience-study-mlces.html"><a href="medical-large-claims-experience-study-mlces.html"><i class="fa fa-check"></i>Medical Large Claims Experience Study (MLCES)</a>
<ul>
<li class="chapter" data-level="" data-path="medical-large-claims-experience-study-mlces.html"><a href="medical-large-claims-experience-study-mlces.html#download-import-preparation-19"><i class="fa fa-check"></i>Download, Import, Preparation</a>
<ul>
<li class="chapter" data-level="" data-path="medical-large-claims-experience-study-mlces.html"><a href="medical-large-claims-experience-study-mlces.html#save-locally-18"><i class="fa fa-check"></i>Save Locally  </a></li>
<li class="chapter" data-level="" data-path="medical-large-claims-experience-study-mlces.html"><a href="medical-large-claims-experience-study-mlces.html#variable-recoding-18"><i class="fa fa-check"></i>Variable Recoding</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="medical-large-claims-experience-study-mlces.html"><a href="medical-large-claims-experience-study-mlces.html#analysis-examples-with-base-r-5"><i class="fa fa-check"></i>Analysis Examples with base R  </a>
<ul>
<li class="chapter" data-level="" data-path="medical-large-claims-experience-study-mlces.html"><a href="medical-large-claims-experience-study-mlces.html#unweighted-counts-18"><i class="fa fa-check"></i>Unweighted Counts</a></li>
<li class="chapter" data-level="" data-path="medical-large-claims-experience-study-mlces.html"><a href="medical-large-claims-experience-study-mlces.html#descriptive-statistics-18"><i class="fa fa-check"></i>Descriptive Statistics</a></li>
<li class="chapter" data-level="" data-path="medical-large-claims-experience-study-mlces.html"><a href="medical-large-claims-experience-study-mlces.html#subsetting-18"><i class="fa fa-check"></i>Subsetting</a></li>
<li class="chapter" data-level="" data-path="medical-large-claims-experience-study-mlces.html"><a href="medical-large-claims-experience-study-mlces.html#measures-of-uncertainty-18"><i class="fa fa-check"></i>Measures of Uncertainty</a></li>
<li class="chapter" data-level="" data-path="medical-large-claims-experience-study-mlces.html"><a href="medical-large-claims-experience-study-mlces.html#regression-models-and-tests-of-association-18"><i class="fa fa-check"></i>Regression Models and Tests of Association</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="medical-large-claims-experience-study-mlces.html"><a href="medical-large-claims-experience-study-mlces.html#replication-example-18"><i class="fa fa-check"></i>Replication Example</a></li>
<li class="chapter" data-level="" data-path="medical-large-claims-experience-study-mlces.html"><a href="medical-large-claims-experience-study-mlces.html#analysis-examples-with-dplyr-5"><i class="fa fa-check"></i>Analysis Examples with <code>dplyr</code>  </a></li>
<li class="chapter" data-level="" data-path="medical-large-claims-experience-study-mlces.html"><a href="medical-large-claims-experience-study-mlces.html#analysis-examples-with-data.table-5"><i class="fa fa-check"></i>Analysis Examples with <code>data.table</code>  </a></li>
<li class="chapter" data-level="" data-path="medical-large-claims-experience-study-mlces.html"><a href="medical-large-claims-experience-study-mlces.html#analysis-examples-with-duckdb-5"><i class="fa fa-check"></i>Analysis Examples with <code>duckdb</code>  </a></li>
</ul></li>
<li class="chapter" data-level="" data-path="national-agricultural-workers-survey-naws.html"><a href="national-agricultural-workers-survey-naws.html"><i class="fa fa-check"></i>National Agricultural Workers Survey (NAWS)</a>
<ul>
<li class="chapter" data-level="" data-path="national-agricultural-workers-survey-naws.html"><a href="national-agricultural-workers-survey-naws.html#download-import-preparation-20"><i class="fa fa-check"></i>Download, Import, Preparation</a>
<ul>
<li class="chapter" data-level="" data-path="national-agricultural-workers-survey-naws.html"><a href="national-agricultural-workers-survey-naws.html#save-locally-19"><i class="fa fa-check"></i>Save Locally  </a></li>
<li class="chapter" data-level="" data-path="national-agricultural-workers-survey-naws.html"><a href="national-agricultural-workers-survey-naws.html#survey-design-definition-13"><i class="fa fa-check"></i>Survey Design Definition</a></li>
<li class="chapter" data-level="" data-path="national-agricultural-workers-survey-naws.html"><a href="national-agricultural-workers-survey-naws.html#variable-recoding-19"><i class="fa fa-check"></i>Variable Recoding</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="national-agricultural-workers-survey-naws.html"><a href="national-agricultural-workers-survey-naws.html#analysis-examples-with-the-survey-library-13"><i class="fa fa-check"></i>Analysis Examples with the <code>survey</code> library  </a>
<ul>
<li class="chapter" data-level="" data-path="national-agricultural-workers-survey-naws.html"><a href="national-agricultural-workers-survey-naws.html#unweighted-counts-19"><i class="fa fa-check"></i>Unweighted Counts</a></li>
<li class="chapter" data-level="" data-path="national-agricultural-workers-survey-naws.html"><a href="national-agricultural-workers-survey-naws.html#weighted-counts-13"><i class="fa fa-check"></i>Weighted Counts</a></li>
<li class="chapter" data-level="" data-path="national-agricultural-workers-survey-naws.html"><a href="national-agricultural-workers-survey-naws.html#descriptive-statistics-19"><i class="fa fa-check"></i>Descriptive Statistics</a></li>
<li class="chapter" data-level="" data-path="national-agricultural-workers-survey-naws.html"><a href="national-agricultural-workers-survey-naws.html#subsetting-19"><i class="fa fa-check"></i>Subsetting</a></li>
<li class="chapter" data-level="" data-path="national-agricultural-workers-survey-naws.html"><a href="national-agricultural-workers-survey-naws.html#measures-of-uncertainty-19"><i class="fa fa-check"></i>Measures of Uncertainty</a></li>
<li class="chapter" data-level="" data-path="national-agricultural-workers-survey-naws.html"><a href="national-agricultural-workers-survey-naws.html#regression-models-and-tests-of-association-19"><i class="fa fa-check"></i>Regression Models and Tests of Association</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="national-agricultural-workers-survey-naws.html"><a href="national-agricultural-workers-survey-naws.html#replication-example-19"><i class="fa fa-check"></i>Replication Example</a></li>
<li class="chapter" data-level="" data-path="national-agricultural-workers-survey-naws.html"><a href="national-agricultural-workers-survey-naws.html#analysis-examples-with-srvyr-12"><i class="fa fa-check"></i>Analysis Examples with <code>srvyr</code>  </a></li>
</ul></li>
<li class="chapter" data-level="" data-path="national-beneficiary-survey-nbs.html"><a href="national-beneficiary-survey-nbs.html"><i class="fa fa-check"></i>National Beneficiary Survey (NBS)</a>
<ul>
<li class="chapter" data-level="" data-path="national-beneficiary-survey-nbs.html"><a href="national-beneficiary-survey-nbs.html#download-import-preparation-21"><i class="fa fa-check"></i>Download, Import, Preparation</a>
<ul>
<li class="chapter" data-level="" data-path="national-beneficiary-survey-nbs.html"><a href="national-beneficiary-survey-nbs.html#save-locally-20"><i class="fa fa-check"></i>Save Locally  </a></li>
<li class="chapter" data-level="" data-path="national-beneficiary-survey-nbs.html"><a href="national-beneficiary-survey-nbs.html#survey-design-definition-14"><i class="fa fa-check"></i>Survey Design Definition</a></li>
<li class="chapter" data-level="" data-path="national-beneficiary-survey-nbs.html"><a href="national-beneficiary-survey-nbs.html#variable-recoding-20"><i class="fa fa-check"></i>Variable Recoding</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="national-beneficiary-survey-nbs.html"><a href="national-beneficiary-survey-nbs.html#analysis-examples-with-the-survey-library-14"><i class="fa fa-check"></i>Analysis Examples with the <code>survey</code> library  </a>
<ul>
<li class="chapter" data-level="" data-path="national-beneficiary-survey-nbs.html"><a href="national-beneficiary-survey-nbs.html#unweighted-counts-20"><i class="fa fa-check"></i>Unweighted Counts</a></li>
<li class="chapter" data-level="" data-path="national-beneficiary-survey-nbs.html"><a href="national-beneficiary-survey-nbs.html#weighted-counts-14"><i class="fa fa-check"></i>Weighted Counts</a></li>
<li class="chapter" data-level="" data-path="national-beneficiary-survey-nbs.html"><a href="national-beneficiary-survey-nbs.html#descriptive-statistics-20"><i class="fa fa-check"></i>Descriptive Statistics</a></li>
<li class="chapter" data-level="" data-path="national-beneficiary-survey-nbs.html"><a href="national-beneficiary-survey-nbs.html#subsetting-20"><i class="fa fa-check"></i>Subsetting</a></li>
<li class="chapter" data-level="" data-path="national-beneficiary-survey-nbs.html"><a href="national-beneficiary-survey-nbs.html#measures-of-uncertainty-20"><i class="fa fa-check"></i>Measures of Uncertainty</a></li>
<li class="chapter" data-level="" data-path="national-beneficiary-survey-nbs.html"><a href="national-beneficiary-survey-nbs.html#regression-models-and-tests-of-association-20"><i class="fa fa-check"></i>Regression Models and Tests of Association</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="national-beneficiary-survey-nbs.html"><a href="national-beneficiary-survey-nbs.html#replication-example-20"><i class="fa fa-check"></i>Replication Example</a></li>
<li class="chapter" data-level="" data-path="national-beneficiary-survey-nbs.html"><a href="national-beneficiary-survey-nbs.html#analysis-examples-with-srvyr-13"><i class="fa fa-check"></i>Analysis Examples with <code>srvyr</code>  </a></li>
</ul></li>
<li class="chapter" data-level="" data-path="national-crime-victimization-survey-ncvs.html"><a href="national-crime-victimization-survey-ncvs.html"><i class="fa fa-check"></i>National Crime Victimization Survey (NCVS)</a>
<ul>
<li class="chapter" data-level="" data-path="national-crime-victimization-survey-ncvs.html"><a href="national-crime-victimization-survey-ncvs.html#function-definitions-5"><i class="fa fa-check"></i>Function Definitions</a></li>
<li class="chapter" data-level="" data-path="national-crime-victimization-survey-ncvs.html"><a href="national-crime-victimization-survey-ncvs.html#download-import-preparation-22"><i class="fa fa-check"></i>Download, Import, Preparation</a>
<ul>
<li class="chapter" data-level="" data-path="national-crime-victimization-survey-ncvs.html"><a href="national-crime-victimization-survey-ncvs.html#save-locally-21"><i class="fa fa-check"></i>Save Locally  </a></li>
<li class="chapter" data-level="" data-path="national-crime-victimization-survey-ncvs.html"><a href="national-crime-victimization-survey-ncvs.html#survey-design-definition-15"><i class="fa fa-check"></i>Survey Design Definition</a></li>
<li class="chapter" data-level="" data-path="national-crime-victimization-survey-ncvs.html"><a href="national-crime-victimization-survey-ncvs.html#variable-recoding-21"><i class="fa fa-check"></i>Variable Recoding</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="national-crime-victimization-survey-ncvs.html"><a href="national-crime-victimization-survey-ncvs.html#analysis-examples-with-the-survey-library-15"><i class="fa fa-check"></i>Analysis Examples with the <code>survey</code> library  </a>
<ul>
<li class="chapter" data-level="" data-path="national-crime-victimization-survey-ncvs.html"><a href="national-crime-victimization-survey-ncvs.html#unweighted-counts-21"><i class="fa fa-check"></i>Unweighted Counts</a></li>
<li class="chapter" data-level="" data-path="national-crime-victimization-survey-ncvs.html"><a href="national-crime-victimization-survey-ncvs.html#weighted-counts-15"><i class="fa fa-check"></i>Weighted Counts</a></li>
<li class="chapter" data-level="" data-path="national-crime-victimization-survey-ncvs.html"><a href="national-crime-victimization-survey-ncvs.html#descriptive-statistics-21"><i class="fa fa-check"></i>Descriptive Statistics</a></li>
<li class="chapter" data-level="" data-path="national-crime-victimization-survey-ncvs.html"><a href="national-crime-victimization-survey-ncvs.html#subsetting-21"><i class="fa fa-check"></i>Subsetting</a></li>
<li class="chapter" data-level="" data-path="national-crime-victimization-survey-ncvs.html"><a href="national-crime-victimization-survey-ncvs.html#measures-of-uncertainty-21"><i class="fa fa-check"></i>Measures of Uncertainty</a></li>
<li class="chapter" data-level="" data-path="national-crime-victimization-survey-ncvs.html"><a href="national-crime-victimization-survey-ncvs.html#regression-models-and-tests-of-association-21"><i class="fa fa-check"></i>Regression Models and Tests of Association</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="national-crime-victimization-survey-ncvs.html"><a href="national-crime-victimization-survey-ncvs.html#replication-example-21"><i class="fa fa-check"></i>Replication Example</a></li>
<li class="chapter" data-level="" data-path="national-crime-victimization-survey-ncvs.html"><a href="national-crime-victimization-survey-ncvs.html#analysis-examples-with-srvyr-14"><i class="fa fa-check"></i>Analysis Examples with <code>srvyr</code>  </a></li>
</ul></li>
<li class="chapter" data-level="" data-path="national-financial-capability-study-nfcs.html"><a href="national-financial-capability-study-nfcs.html"><i class="fa fa-check"></i>National Financial Capability Study (NFCS)</a>
<ul>
<li class="chapter" data-level="" data-path="national-financial-capability-study-nfcs.html"><a href="national-financial-capability-study-nfcs.html#download-import-preparation-23"><i class="fa fa-check"></i>Download, Import, Preparation</a>
<ul>
<li class="chapter" data-level="" data-path="national-financial-capability-study-nfcs.html"><a href="national-financial-capability-study-nfcs.html#save-locally-22"><i class="fa fa-check"></i>Save Locally  </a></li>
<li class="chapter" data-level="" data-path="national-financial-capability-study-nfcs.html"><a href="national-financial-capability-study-nfcs.html#survey-design-definition-16"><i class="fa fa-check"></i>Survey Design Definition</a></li>
<li class="chapter" data-level="" data-path="national-financial-capability-study-nfcs.html"><a href="national-financial-capability-study-nfcs.html#variable-recoding-22"><i class="fa fa-check"></i>Variable Recoding</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="national-financial-capability-study-nfcs.html"><a href="national-financial-capability-study-nfcs.html#analysis-examples-with-the-survey-library-16"><i class="fa fa-check"></i>Analysis Examples with the <code>survey</code> library  </a>
<ul>
<li class="chapter" data-level="" data-path="national-financial-capability-study-nfcs.html"><a href="national-financial-capability-study-nfcs.html#unweighted-counts-22"><i class="fa fa-check"></i>Unweighted Counts</a></li>
<li class="chapter" data-level="" data-path="national-financial-capability-study-nfcs.html"><a href="national-financial-capability-study-nfcs.html#weighted-counts-16"><i class="fa fa-check"></i>Weighted Counts</a></li>
<li class="chapter" data-level="" data-path="national-financial-capability-study-nfcs.html"><a href="national-financial-capability-study-nfcs.html#descriptive-statistics-22"><i class="fa fa-check"></i>Descriptive Statistics</a></li>
<li class="chapter" data-level="" data-path="national-financial-capability-study-nfcs.html"><a href="national-financial-capability-study-nfcs.html#subsetting-22"><i class="fa fa-check"></i>Subsetting</a></li>
<li class="chapter" data-level="" data-path="national-financial-capability-study-nfcs.html"><a href="national-financial-capability-study-nfcs.html#measures-of-uncertainty-22"><i class="fa fa-check"></i>Measures of Uncertainty</a></li>
<li class="chapter" data-level="" data-path="national-financial-capability-study-nfcs.html"><a href="national-financial-capability-study-nfcs.html#regression-models-and-tests-of-association-22"><i class="fa fa-check"></i>Regression Models and Tests of Association</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="national-financial-capability-study-nfcs.html"><a href="national-financial-capability-study-nfcs.html#replication-example-22"><i class="fa fa-check"></i>Replication Example</a></li>
<li class="chapter" data-level="" data-path="national-financial-capability-study-nfcs.html"><a href="national-financial-capability-study-nfcs.html#analysis-examples-with-srvyr-15"><i class="fa fa-check"></i>Analysis Examples with <code>srvyr</code>  </a></li>
</ul></li>
<li class="chapter" data-level="" data-path="national-health-and-nutrition-examination-survey-nhanes.html"><a href="national-health-and-nutrition-examination-survey-nhanes.html"><i class="fa fa-check"></i>National Health and Nutrition Examination Survey (NHANES)</a>
<ul>
<li class="chapter" data-level="" data-path="national-health-and-nutrition-examination-survey-nhanes.html"><a href="national-health-and-nutrition-examination-survey-nhanes.html#download-import-preparation-24"><i class="fa fa-check"></i>Download, Import, Preparation</a>
<ul>
<li class="chapter" data-level="" data-path="national-health-and-nutrition-examination-survey-nhanes.html"><a href="national-health-and-nutrition-examination-survey-nhanes.html#save-locally-23"><i class="fa fa-check"></i>Save Locally  </a></li>
<li class="chapter" data-level="" data-path="national-health-and-nutrition-examination-survey-nhanes.html"><a href="national-health-and-nutrition-examination-survey-nhanes.html#survey-design-definition-17"><i class="fa fa-check"></i>Survey Design Definition</a></li>
<li class="chapter" data-level="" data-path="national-health-and-nutrition-examination-survey-nhanes.html"><a href="national-health-and-nutrition-examination-survey-nhanes.html#variable-recoding-23"><i class="fa fa-check"></i>Variable Recoding</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="national-health-and-nutrition-examination-survey-nhanes.html"><a href="national-health-and-nutrition-examination-survey-nhanes.html#analysis-examples-with-the-survey-library-17"><i class="fa fa-check"></i>Analysis Examples with the <code>survey</code> library  </a>
<ul>
<li class="chapter" data-level="" data-path="national-health-and-nutrition-examination-survey-nhanes.html"><a href="national-health-and-nutrition-examination-survey-nhanes.html#unweighted-counts-23"><i class="fa fa-check"></i>Unweighted Counts</a></li>
<li class="chapter" data-level="" data-path="national-health-and-nutrition-examination-survey-nhanes.html"><a href="national-health-and-nutrition-examination-survey-nhanes.html#weighted-counts-17"><i class="fa fa-check"></i>Weighted Counts</a></li>
<li class="chapter" data-level="" data-path="national-health-and-nutrition-examination-survey-nhanes.html"><a href="national-health-and-nutrition-examination-survey-nhanes.html#descriptive-statistics-23"><i class="fa fa-check"></i>Descriptive Statistics</a></li>
<li class="chapter" data-level="" data-path="national-health-and-nutrition-examination-survey-nhanes.html"><a href="national-health-and-nutrition-examination-survey-nhanes.html#subsetting-23"><i class="fa fa-check"></i>Subsetting</a></li>
<li class="chapter" data-level="" data-path="national-health-and-nutrition-examination-survey-nhanes.html"><a href="national-health-and-nutrition-examination-survey-nhanes.html#measures-of-uncertainty-23"><i class="fa fa-check"></i>Measures of Uncertainty</a></li>
<li class="chapter" data-level="" data-path="national-health-and-nutrition-examination-survey-nhanes.html"><a href="national-health-and-nutrition-examination-survey-nhanes.html#regression-models-and-tests-of-association-23"><i class="fa fa-check"></i>Regression Models and Tests of Association</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="national-health-and-nutrition-examination-survey-nhanes.html"><a href="national-health-and-nutrition-examination-survey-nhanes.html#direct-method-of-age-adjustment-replication-example"><i class="fa fa-check"></i>Direct Method of Age-Adjustment Replication Example</a></li>
<li class="chapter" data-level="" data-path="national-health-and-nutrition-examination-survey-nhanes.html"><a href="national-health-and-nutrition-examination-survey-nhanes.html#analysis-examples-with-srvyr-16"><i class="fa fa-check"></i>Analysis Examples with <code>srvyr</code>  </a></li>
</ul></li>
<li class="chapter" data-level="" data-path="national-health-interview-survey-nhis.html"><a href="national-health-interview-survey-nhis.html"><i class="fa fa-check"></i>National Health Interview Survey (NHIS)</a>
<ul>
<li class="chapter" data-level="" data-path="national-health-interview-survey-nhis.html"><a href="national-health-interview-survey-nhis.html#function-definitions-6"><i class="fa fa-check"></i>Function Definitions</a></li>
<li class="chapter" data-level="" data-path="national-health-interview-survey-nhis.html"><a href="national-health-interview-survey-nhis.html#download-import-preparation-25"><i class="fa fa-check"></i>Download, Import, Preparation</a>
<ul>
<li class="chapter" data-level="" data-path="national-health-interview-survey-nhis.html"><a href="national-health-interview-survey-nhis.html#save-locally-24"><i class="fa fa-check"></i>Save Locally  </a></li>
<li class="chapter" data-level="" data-path="national-health-interview-survey-nhis.html"><a href="national-health-interview-survey-nhis.html#survey-design-definition-18"><i class="fa fa-check"></i>Survey Design Definition</a></li>
<li class="chapter" data-level="" data-path="national-health-interview-survey-nhis.html"><a href="national-health-interview-survey-nhis.html#variable-recoding-24"><i class="fa fa-check"></i>Variable Recoding</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="national-health-interview-survey-nhis.html"><a href="national-health-interview-survey-nhis.html#analysis-examples-with-the-survey-library-18"><i class="fa fa-check"></i>Analysis Examples with the <code>survey</code> library  </a>
<ul>
<li class="chapter" data-level="" data-path="national-health-interview-survey-nhis.html"><a href="national-health-interview-survey-nhis.html#unweighted-counts-24"><i class="fa fa-check"></i>Unweighted Counts</a></li>
<li class="chapter" data-level="" data-path="national-health-interview-survey-nhis.html"><a href="national-health-interview-survey-nhis.html#weighted-counts-18"><i class="fa fa-check"></i>Weighted Counts</a></li>
<li class="chapter" data-level="" data-path="national-health-interview-survey-nhis.html"><a href="national-health-interview-survey-nhis.html#descriptive-statistics-24"><i class="fa fa-check"></i>Descriptive Statistics</a></li>
<li class="chapter" data-level="" data-path="national-health-interview-survey-nhis.html"><a href="national-health-interview-survey-nhis.html#subsetting-24"><i class="fa fa-check"></i>Subsetting</a></li>
<li class="chapter" data-level="" data-path="national-health-interview-survey-nhis.html"><a href="national-health-interview-survey-nhis.html#measures-of-uncertainty-24"><i class="fa fa-check"></i>Measures of Uncertainty</a></li>
<li class="chapter" data-level="" data-path="national-health-interview-survey-nhis.html"><a href="national-health-interview-survey-nhis.html#regression-models-and-tests-of-association-24"><i class="fa fa-check"></i>Regression Models and Tests of Association</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="national-health-interview-survey-nhis.html"><a href="national-health-interview-survey-nhis.html#replication-example-23"><i class="fa fa-check"></i>Replication Example</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="national-household-travel-survey-nhts.html"><a href="national-household-travel-survey-nhts.html"><i class="fa fa-check"></i>National Household Travel Survey (NHTS)</a>
<ul>
<li class="chapter" data-level="" data-path="national-household-travel-survey-nhts.html"><a href="national-household-travel-survey-nhts.html#download-import-preparation-26"><i class="fa fa-check"></i>Download, Import, Preparation</a>
<ul>
<li class="chapter" data-level="" data-path="national-household-travel-survey-nhts.html"><a href="national-household-travel-survey-nhts.html#save-locally-25"><i class="fa fa-check"></i>Save Locally  </a></li>
<li class="chapter" data-level="" data-path="national-household-travel-survey-nhts.html"><a href="national-household-travel-survey-nhts.html#survey-design-definition-19"><i class="fa fa-check"></i>Survey Design Definition</a></li>
<li class="chapter" data-level="" data-path="national-household-travel-survey-nhts.html"><a href="national-household-travel-survey-nhts.html#variable-recoding-25"><i class="fa fa-check"></i>Variable Recoding</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="national-household-travel-survey-nhts.html"><a href="national-household-travel-survey-nhts.html#analysis-examples-with-the-survey-library-19"><i class="fa fa-check"></i>Analysis Examples with the <code>survey</code> library  </a>
<ul>
<li class="chapter" data-level="" data-path="national-household-travel-survey-nhts.html"><a href="national-household-travel-survey-nhts.html#unweighted-counts-25"><i class="fa fa-check"></i>Unweighted Counts</a></li>
<li class="chapter" data-level="" data-path="national-household-travel-survey-nhts.html"><a href="national-household-travel-survey-nhts.html#weighted-counts-19"><i class="fa fa-check"></i>Weighted Counts</a></li>
<li class="chapter" data-level="" data-path="national-household-travel-survey-nhts.html"><a href="national-household-travel-survey-nhts.html#descriptive-statistics-25"><i class="fa fa-check"></i>Descriptive Statistics</a></li>
<li class="chapter" data-level="" data-path="national-household-travel-survey-nhts.html"><a href="national-household-travel-survey-nhts.html#subsetting-25"><i class="fa fa-check"></i>Subsetting</a></li>
<li class="chapter" data-level="" data-path="national-household-travel-survey-nhts.html"><a href="national-household-travel-survey-nhts.html#measures-of-uncertainty-25"><i class="fa fa-check"></i>Measures of Uncertainty</a></li>
<li class="chapter" data-level="" data-path="national-household-travel-survey-nhts.html"><a href="national-household-travel-survey-nhts.html#regression-models-and-tests-of-association-25"><i class="fa fa-check"></i>Regression Models and Tests of Association</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="national-household-travel-survey-nhts.html"><a href="national-household-travel-survey-nhts.html#replication-example-24"><i class="fa fa-check"></i>Replication Example</a></li>
<li class="chapter" data-level="" data-path="national-household-travel-survey-nhts.html"><a href="national-household-travel-survey-nhts.html#analysis-examples-with-srvyr-17"><i class="fa fa-check"></i>Analysis Examples with <code>srvyr</code>  </a></li>
</ul></li>
<li class="chapter" data-level="" data-path="national-immunization-survey-nis.html"><a href="national-immunization-survey-nis.html"><i class="fa fa-check"></i>National Immunization Survey (NIS)</a>
<ul>
<li class="chapter" data-level="" data-path="national-immunization-survey-nis.html"><a href="national-immunization-survey-nis.html#download-import-preparation-27"><i class="fa fa-check"></i>Download, Import, Preparation</a>
<ul>
<li class="chapter" data-level="" data-path="national-immunization-survey-nis.html"><a href="national-immunization-survey-nis.html#save-locally-26"><i class="fa fa-check"></i>Save Locally  </a></li>
<li class="chapter" data-level="" data-path="national-immunization-survey-nis.html"><a href="national-immunization-survey-nis.html#survey-design-definition-20"><i class="fa fa-check"></i>Survey Design Definition</a></li>
<li class="chapter" data-level="" data-path="national-immunization-survey-nis.html"><a href="national-immunization-survey-nis.html#variable-recoding-26"><i class="fa fa-check"></i>Variable Recoding</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="national-immunization-survey-nis.html"><a href="national-immunization-survey-nis.html#analysis-examples-with-the-survey-library-20"><i class="fa fa-check"></i>Analysis Examples with the <code>survey</code> library  </a>
<ul>
<li class="chapter" data-level="" data-path="national-immunization-survey-nis.html"><a href="national-immunization-survey-nis.html#unweighted-counts-26"><i class="fa fa-check"></i>Unweighted Counts</a></li>
<li class="chapter" data-level="" data-path="national-immunization-survey-nis.html"><a href="national-immunization-survey-nis.html#weighted-counts-20"><i class="fa fa-check"></i>Weighted Counts</a></li>
<li class="chapter" data-level="" data-path="national-immunization-survey-nis.html"><a href="national-immunization-survey-nis.html#descriptive-statistics-26"><i class="fa fa-check"></i>Descriptive Statistics</a></li>
<li class="chapter" data-level="" data-path="national-immunization-survey-nis.html"><a href="national-immunization-survey-nis.html#subsetting-26"><i class="fa fa-check"></i>Subsetting</a></li>
<li class="chapter" data-level="" data-path="national-immunization-survey-nis.html"><a href="national-immunization-survey-nis.html#measures-of-uncertainty-26"><i class="fa fa-check"></i>Measures of Uncertainty</a></li>
<li class="chapter" data-level="" data-path="national-immunization-survey-nis.html"><a href="national-immunization-survey-nis.html#regression-models-and-tests-of-association-26"><i class="fa fa-check"></i>Regression Models and Tests of Association</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="national-immunization-survey-nis.html"><a href="national-immunization-survey-nis.html#replication-example-25"><i class="fa fa-check"></i>Replication Example</a></li>
<li class="chapter" data-level="" data-path="national-immunization-survey-nis.html"><a href="national-immunization-survey-nis.html#analysis-examples-with-srvyr-18"><i class="fa fa-check"></i>Analysis Examples with <code>srvyr</code>  </a></li>
</ul></li>
<li class="chapter" data-level="" data-path="national-plan-and-provider-enumeration-system-nppes.html"><a href="national-plan-and-provider-enumeration-system-nppes.html"><i class="fa fa-check"></i>National Plan and Provider Enumeration System (NPPES)</a>
<ul>
<li class="chapter" data-level="" data-path="national-plan-and-provider-enumeration-system-nppes.html"><a href="national-plan-and-provider-enumeration-system-nppes.html#download-import-preparation-28"><i class="fa fa-check"></i>Download, Import, Preparation</a>
<ul>
<li class="chapter" data-level="" data-path="national-plan-and-provider-enumeration-system-nppes.html"><a href="national-plan-and-provider-enumeration-system-nppes.html#save-locally-27"><i class="fa fa-check"></i>Save Locally  </a></li>
<li class="chapter" data-level="" data-path="national-plan-and-provider-enumeration-system-nppes.html"><a href="national-plan-and-provider-enumeration-system-nppes.html#variable-recoding-27"><i class="fa fa-check"></i>Variable Recoding</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="national-plan-and-provider-enumeration-system-nppes.html"><a href="national-plan-and-provider-enumeration-system-nppes.html#analysis-examples-with-base-r-6"><i class="fa fa-check"></i>Analysis Examples with base R  </a>
<ul>
<li class="chapter" data-level="" data-path="national-plan-and-provider-enumeration-system-nppes.html"><a href="national-plan-and-provider-enumeration-system-nppes.html#unweighted-counts-27"><i class="fa fa-check"></i>Unweighted Counts</a></li>
<li class="chapter" data-level="" data-path="national-plan-and-provider-enumeration-system-nppes.html"><a href="national-plan-and-provider-enumeration-system-nppes.html#descriptive-statistics-27"><i class="fa fa-check"></i>Descriptive Statistics</a></li>
<li class="chapter" data-level="" data-path="national-plan-and-provider-enumeration-system-nppes.html"><a href="national-plan-and-provider-enumeration-system-nppes.html#subsetting-27"><i class="fa fa-check"></i>Subsetting</a></li>
<li class="chapter" data-level="" data-path="national-plan-and-provider-enumeration-system-nppes.html"><a href="national-plan-and-provider-enumeration-system-nppes.html#measures-of-uncertainty-27"><i class="fa fa-check"></i>Measures of Uncertainty</a></li>
<li class="chapter" data-level="" data-path="national-plan-and-provider-enumeration-system-nppes.html"><a href="national-plan-and-provider-enumeration-system-nppes.html#regression-models-and-tests-of-association-27"><i class="fa fa-check"></i>Regression Models and Tests of Association</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="national-plan-and-provider-enumeration-system-nppes.html"><a href="national-plan-and-provider-enumeration-system-nppes.html#analysis-examples-with-dplyr-6"><i class="fa fa-check"></i>Analysis Examples with <code>dplyr</code>  </a></li>
<li class="chapter" data-level="" data-path="national-plan-and-provider-enumeration-system-nppes.html"><a href="national-plan-and-provider-enumeration-system-nppes.html#analysis-examples-with-data.table-6"><i class="fa fa-check"></i>Analysis Examples with <code>data.table</code>  </a></li>
<li class="chapter" data-level="" data-path="national-plan-and-provider-enumeration-system-nppes.html"><a href="national-plan-and-provider-enumeration-system-nppes.html#analysis-examples-with-duckdb-6"><i class="fa fa-check"></i>Analysis Examples with <code>duckdb</code>  </a></li>
</ul></li>
<li class="chapter" data-level="" data-path="national-survey-of-childrens-health-nsch.html"><a href="national-survey-of-childrens-health-nsch.html"><i class="fa fa-check"></i>National Survey of Children’s Health (NSCH)</a>
<ul>
<li class="chapter" data-level="" data-path="national-survey-of-childrens-health-nsch.html"><a href="national-survey-of-childrens-health-nsch.html#function-definitions-7"><i class="fa fa-check"></i>Function Definitions</a></li>
<li class="chapter" data-level="" data-path="national-survey-of-childrens-health-nsch.html"><a href="national-survey-of-childrens-health-nsch.html#download-import-preparation-29"><i class="fa fa-check"></i>Download, Import, Preparation</a>
<ul>
<li class="chapter" data-level="" data-path="national-survey-of-childrens-health-nsch.html"><a href="national-survey-of-childrens-health-nsch.html#save-locally-28"><i class="fa fa-check"></i>Save Locally  </a></li>
<li class="chapter" data-level="" data-path="national-survey-of-childrens-health-nsch.html"><a href="national-survey-of-childrens-health-nsch.html#survey-design-definition-21"><i class="fa fa-check"></i>Survey Design Definition</a></li>
<li class="chapter" data-level="" data-path="national-survey-of-childrens-health-nsch.html"><a href="national-survey-of-childrens-health-nsch.html#variable-recoding-28"><i class="fa fa-check"></i>Variable Recoding</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="national-survey-of-childrens-health-nsch.html"><a href="national-survey-of-childrens-health-nsch.html#analysis-examples-with-the-survey-library-21"><i class="fa fa-check"></i>Analysis Examples with the <code>survey</code> library  </a>
<ul>
<li class="chapter" data-level="" data-path="national-survey-of-childrens-health-nsch.html"><a href="national-survey-of-childrens-health-nsch.html#unweighted-counts-28"><i class="fa fa-check"></i>Unweighted Counts</a></li>
<li class="chapter" data-level="" data-path="national-survey-of-childrens-health-nsch.html"><a href="national-survey-of-childrens-health-nsch.html#weighted-counts-21"><i class="fa fa-check"></i>Weighted Counts</a></li>
<li class="chapter" data-level="" data-path="national-survey-of-childrens-health-nsch.html"><a href="national-survey-of-childrens-health-nsch.html#descriptive-statistics-28"><i class="fa fa-check"></i>Descriptive Statistics</a></li>
<li class="chapter" data-level="" data-path="national-survey-of-childrens-health-nsch.html"><a href="national-survey-of-childrens-health-nsch.html#subsetting-28"><i class="fa fa-check"></i>Subsetting</a></li>
<li class="chapter" data-level="" data-path="national-survey-of-childrens-health-nsch.html"><a href="national-survey-of-childrens-health-nsch.html#measures-of-uncertainty-28"><i class="fa fa-check"></i>Measures of Uncertainty</a></li>
<li class="chapter" data-level="" data-path="national-survey-of-childrens-health-nsch.html"><a href="national-survey-of-childrens-health-nsch.html#regression-models-and-tests-of-association-28"><i class="fa fa-check"></i>Regression Models and Tests of Association</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="national-survey-of-childrens-health-nsch.html"><a href="national-survey-of-childrens-health-nsch.html#replication-example-26"><i class="fa fa-check"></i>Replication Example</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="national-survey-on-drug-use-and-health-nsduh.html"><a href="national-survey-on-drug-use-and-health-nsduh.html"><i class="fa fa-check"></i>National Survey on Drug Use and Health (NSDUH)</a>
<ul>
<li class="chapter" data-level="" data-path="national-survey-on-drug-use-and-health-nsduh.html"><a href="national-survey-on-drug-use-and-health-nsduh.html#download-import-preparation-30"><i class="fa fa-check"></i>Download, Import, Preparation</a>
<ul>
<li class="chapter" data-level="" data-path="national-survey-on-drug-use-and-health-nsduh.html"><a href="national-survey-on-drug-use-and-health-nsduh.html#save-locally-29"><i class="fa fa-check"></i>Save Locally  </a></li>
<li class="chapter" data-level="" data-path="national-survey-on-drug-use-and-health-nsduh.html"><a href="national-survey-on-drug-use-and-health-nsduh.html#survey-design-definition-22"><i class="fa fa-check"></i>Survey Design Definition</a></li>
<li class="chapter" data-level="" data-path="national-survey-on-drug-use-and-health-nsduh.html"><a href="national-survey-on-drug-use-and-health-nsduh.html#variable-recoding-29"><i class="fa fa-check"></i>Variable Recoding</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="national-survey-on-drug-use-and-health-nsduh.html"><a href="national-survey-on-drug-use-and-health-nsduh.html#analysis-examples-with-the-survey-library-22"><i class="fa fa-check"></i>Analysis Examples with the <code>survey</code> library  </a>
<ul>
<li class="chapter" data-level="" data-path="national-survey-on-drug-use-and-health-nsduh.html"><a href="national-survey-on-drug-use-and-health-nsduh.html#unweighted-counts-29"><i class="fa fa-check"></i>Unweighted Counts</a></li>
<li class="chapter" data-level="" data-path="national-survey-on-drug-use-and-health-nsduh.html"><a href="national-survey-on-drug-use-and-health-nsduh.html#weighted-counts-22"><i class="fa fa-check"></i>Weighted Counts</a></li>
<li class="chapter" data-level="" data-path="national-survey-on-drug-use-and-health-nsduh.html"><a href="national-survey-on-drug-use-and-health-nsduh.html#descriptive-statistics-29"><i class="fa fa-check"></i>Descriptive Statistics</a></li>
<li class="chapter" data-level="" data-path="national-survey-on-drug-use-and-health-nsduh.html"><a href="national-survey-on-drug-use-and-health-nsduh.html#subsetting-29"><i class="fa fa-check"></i>Subsetting</a></li>
<li class="chapter" data-level="" data-path="national-survey-on-drug-use-and-health-nsduh.html"><a href="national-survey-on-drug-use-and-health-nsduh.html#measures-of-uncertainty-29"><i class="fa fa-check"></i>Measures of Uncertainty</a></li>
<li class="chapter" data-level="" data-path="national-survey-on-drug-use-and-health-nsduh.html"><a href="national-survey-on-drug-use-and-health-nsduh.html#regression-models-and-tests-of-association-29"><i class="fa fa-check"></i>Regression Models and Tests of Association</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="national-survey-on-drug-use-and-health-nsduh.html"><a href="national-survey-on-drug-use-and-health-nsduh.html#replication-example-27"><i class="fa fa-check"></i>Replication Example</a></li>
<li class="chapter" data-level="" data-path="national-survey-on-drug-use-and-health-nsduh.html"><a href="national-survey-on-drug-use-and-health-nsduh.html#analysis-examples-with-srvyr-19"><i class="fa fa-check"></i>Analysis Examples with <code>srvyr</code>  </a></li>
</ul></li>
<li class="chapter" data-level="" data-path="national-survey-of-family-growth-nsfg.html"><a href="national-survey-of-family-growth-nsfg.html"><i class="fa fa-check"></i>National Survey of Family Growth (NSFG)</a>
<ul>
<li class="chapter" data-level="" data-path="national-survey-of-family-growth-nsfg.html"><a href="national-survey-of-family-growth-nsfg.html#download-import-preparation-31"><i class="fa fa-check"></i>Download, Import, Preparation</a>
<ul>
<li class="chapter" data-level="" data-path="national-survey-of-family-growth-nsfg.html"><a href="national-survey-of-family-growth-nsfg.html#save-locally-30"><i class="fa fa-check"></i>Save Locally  </a></li>
<li class="chapter" data-level="" data-path="national-survey-of-family-growth-nsfg.html"><a href="national-survey-of-family-growth-nsfg.html#survey-design-definition-23"><i class="fa fa-check"></i>Survey Design Definition</a></li>
<li class="chapter" data-level="" data-path="national-survey-of-family-growth-nsfg.html"><a href="national-survey-of-family-growth-nsfg.html#variable-recoding-30"><i class="fa fa-check"></i>Variable Recoding</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="national-survey-of-family-growth-nsfg.html"><a href="national-survey-of-family-growth-nsfg.html#analysis-examples-with-the-survey-library-23"><i class="fa fa-check"></i>Analysis Examples with the <code>survey</code> library  </a>
<ul>
<li class="chapter" data-level="" data-path="national-survey-of-family-growth-nsfg.html"><a href="national-survey-of-family-growth-nsfg.html#unweighted-counts-30"><i class="fa fa-check"></i>Unweighted Counts</a></li>
<li class="chapter" data-level="" data-path="national-survey-of-family-growth-nsfg.html"><a href="national-survey-of-family-growth-nsfg.html#weighted-counts-23"><i class="fa fa-check"></i>Weighted Counts</a></li>
<li class="chapter" data-level="" data-path="national-survey-of-family-growth-nsfg.html"><a href="national-survey-of-family-growth-nsfg.html#descriptive-statistics-30"><i class="fa fa-check"></i>Descriptive Statistics</a></li>
<li class="chapter" data-level="" data-path="national-survey-of-family-growth-nsfg.html"><a href="national-survey-of-family-growth-nsfg.html#subsetting-30"><i class="fa fa-check"></i>Subsetting</a></li>
<li class="chapter" data-level="" data-path="national-survey-of-family-growth-nsfg.html"><a href="national-survey-of-family-growth-nsfg.html#measures-of-uncertainty-30"><i class="fa fa-check"></i>Measures of Uncertainty</a></li>
<li class="chapter" data-level="" data-path="national-survey-of-family-growth-nsfg.html"><a href="national-survey-of-family-growth-nsfg.html#regression-models-and-tests-of-association-30"><i class="fa fa-check"></i>Regression Models and Tests of Association</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="national-survey-of-family-growth-nsfg.html"><a href="national-survey-of-family-growth-nsfg.html#replication-example-28"><i class="fa fa-check"></i>Replication Example</a></li>
<li class="chapter" data-level="" data-path="national-survey-of-family-growth-nsfg.html"><a href="national-survey-of-family-growth-nsfg.html#analysis-examples-with-srvyr-20"><i class="fa fa-check"></i>Analysis Examples with <code>srvyr</code>  </a></li>
</ul></li>
<li class="chapter" data-level="" data-path="national-sample-survey-of-registered-nurses-nssrn.html"><a href="national-sample-survey-of-registered-nurses-nssrn.html"><i class="fa fa-check"></i>National Sample Survey of Registered Nurses (NSSRN)</a>
<ul>
<li class="chapter" data-level="" data-path="national-sample-survey-of-registered-nurses-nssrn.html"><a href="national-sample-survey-of-registered-nurses-nssrn.html#download-import-preparation-32"><i class="fa fa-check"></i>Download, Import, Preparation</a>
<ul>
<li class="chapter" data-level="" data-path="national-sample-survey-of-registered-nurses-nssrn.html"><a href="national-sample-survey-of-registered-nurses-nssrn.html#save-locally-31"><i class="fa fa-check"></i>Save Locally  </a></li>
<li class="chapter" data-level="" data-path="national-sample-survey-of-registered-nurses-nssrn.html"><a href="national-sample-survey-of-registered-nurses-nssrn.html#survey-design-definition-24"><i class="fa fa-check"></i>Survey Design Definition</a></li>
<li class="chapter" data-level="" data-path="national-sample-survey-of-registered-nurses-nssrn.html"><a href="national-sample-survey-of-registered-nurses-nssrn.html#variable-recoding-31"><i class="fa fa-check"></i>Variable Recoding</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="national-sample-survey-of-registered-nurses-nssrn.html"><a href="national-sample-survey-of-registered-nurses-nssrn.html#analysis-examples-with-the-survey-library-24"><i class="fa fa-check"></i>Analysis Examples with the <code>survey</code> library  </a>
<ul>
<li class="chapter" data-level="" data-path="national-sample-survey-of-registered-nurses-nssrn.html"><a href="national-sample-survey-of-registered-nurses-nssrn.html#unweighted-counts-31"><i class="fa fa-check"></i>Unweighted Counts</a></li>
<li class="chapter" data-level="" data-path="national-sample-survey-of-registered-nurses-nssrn.html"><a href="national-sample-survey-of-registered-nurses-nssrn.html#weighted-counts-24"><i class="fa fa-check"></i>Weighted Counts</a></li>
<li class="chapter" data-level="" data-path="national-sample-survey-of-registered-nurses-nssrn.html"><a href="national-sample-survey-of-registered-nurses-nssrn.html#descriptive-statistics-31"><i class="fa fa-check"></i>Descriptive Statistics</a></li>
<li class="chapter" data-level="" data-path="national-sample-survey-of-registered-nurses-nssrn.html"><a href="national-sample-survey-of-registered-nurses-nssrn.html#subsetting-31"><i class="fa fa-check"></i>Subsetting</a></li>
<li class="chapter" data-level="" data-path="national-sample-survey-of-registered-nurses-nssrn.html"><a href="national-sample-survey-of-registered-nurses-nssrn.html#measures-of-uncertainty-31"><i class="fa fa-check"></i>Measures of Uncertainty</a></li>
<li class="chapter" data-level="" data-path="national-sample-survey-of-registered-nurses-nssrn.html"><a href="national-sample-survey-of-registered-nurses-nssrn.html#regression-models-and-tests-of-association-31"><i class="fa fa-check"></i>Regression Models and Tests of Association</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="national-sample-survey-of-registered-nurses-nssrn.html"><a href="national-sample-survey-of-registered-nurses-nssrn.html#replication-example-29"><i class="fa fa-check"></i>Replication Example</a></li>
<li class="chapter" data-level="" data-path="national-sample-survey-of-registered-nurses-nssrn.html"><a href="national-sample-survey-of-registered-nurses-nssrn.html#analysis-examples-with-srvyr-21"><i class="fa fa-check"></i>Analysis Examples with <code>srvyr</code>  </a></li>
</ul></li>
<li class="chapter" data-level="" data-path="new-york-city-housing-and-vacancy-survey-nychvs.html"><a href="new-york-city-housing-and-vacancy-survey-nychvs.html"><i class="fa fa-check"></i>New York City Housing and Vacancy Survey (NYCHVS)</a>
<ul>
<li class="chapter" data-level="" data-path="new-york-city-housing-and-vacancy-survey-nychvs.html"><a href="new-york-city-housing-and-vacancy-survey-nychvs.html#function-definitions-8"><i class="fa fa-check"></i>Function Definitions</a></li>
<li class="chapter" data-level="" data-path="new-york-city-housing-and-vacancy-survey-nychvs.html"><a href="new-york-city-housing-and-vacancy-survey-nychvs.html#download-import-preparation-33"><i class="fa fa-check"></i>Download, Import, Preparation</a>
<ul>
<li class="chapter" data-level="" data-path="new-york-city-housing-and-vacancy-survey-nychvs.html"><a href="new-york-city-housing-and-vacancy-survey-nychvs.html#save-locally-32"><i class="fa fa-check"></i>Save Locally  </a></li>
<li class="chapter" data-level="" data-path="new-york-city-housing-and-vacancy-survey-nychvs.html"><a href="new-york-city-housing-and-vacancy-survey-nychvs.html#survey-design-definition-25"><i class="fa fa-check"></i>Survey Design Definition</a></li>
<li class="chapter" data-level="" data-path="new-york-city-housing-and-vacancy-survey-nychvs.html"><a href="new-york-city-housing-and-vacancy-survey-nychvs.html#variable-recoding-32"><i class="fa fa-check"></i>Variable Recoding</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="new-york-city-housing-and-vacancy-survey-nychvs.html"><a href="new-york-city-housing-and-vacancy-survey-nychvs.html#analysis-examples-with-the-survey-library-25"><i class="fa fa-check"></i>Analysis Examples with the <code>survey</code> library  </a>
<ul>
<li class="chapter" data-level="" data-path="new-york-city-housing-and-vacancy-survey-nychvs.html"><a href="new-york-city-housing-and-vacancy-survey-nychvs.html#unweighted-counts-32"><i class="fa fa-check"></i>Unweighted Counts</a></li>
<li class="chapter" data-level="" data-path="new-york-city-housing-and-vacancy-survey-nychvs.html"><a href="new-york-city-housing-and-vacancy-survey-nychvs.html#weighted-counts-25"><i class="fa fa-check"></i>Weighted Counts</a></li>
<li class="chapter" data-level="" data-path="new-york-city-housing-and-vacancy-survey-nychvs.html"><a href="new-york-city-housing-and-vacancy-survey-nychvs.html#descriptive-statistics-32"><i class="fa fa-check"></i>Descriptive Statistics</a></li>
<li class="chapter" data-level="" data-path="new-york-city-housing-and-vacancy-survey-nychvs.html"><a href="new-york-city-housing-and-vacancy-survey-nychvs.html#subsetting-32"><i class="fa fa-check"></i>Subsetting</a></li>
<li class="chapter" data-level="" data-path="new-york-city-housing-and-vacancy-survey-nychvs.html"><a href="new-york-city-housing-and-vacancy-survey-nychvs.html#measures-of-uncertainty-32"><i class="fa fa-check"></i>Measures of Uncertainty</a></li>
<li class="chapter" data-level="" data-path="new-york-city-housing-and-vacancy-survey-nychvs.html"><a href="new-york-city-housing-and-vacancy-survey-nychvs.html#regression-models-and-tests-of-association-32"><i class="fa fa-check"></i>Regression Models and Tests of Association</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="new-york-city-housing-and-vacancy-survey-nychvs.html"><a href="new-york-city-housing-and-vacancy-survey-nychvs.html#replication-example-30"><i class="fa fa-check"></i>Replication Example</a></li>
<li class="chapter" data-level="" data-path="new-york-city-housing-and-vacancy-survey-nychvs.html"><a href="new-york-city-housing-and-vacancy-survey-nychvs.html#analysis-examples-with-srvyr-22"><i class="fa fa-check"></i>Analysis Examples with <code>srvyr</code>  </a></li>
</ul></li>
<li class="chapter" data-level="" data-path="pew-research-center-pew.html"><a href="pew-research-center-pew.html"><i class="fa fa-check"></i>Pew Research Center (PEW)</a>
<ul>
<li class="chapter" data-level="" data-path="pew-research-center-pew.html"><a href="pew-research-center-pew.html#download-import-preparation-34"><i class="fa fa-check"></i>Download, Import, Preparation</a>
<ul>
<li class="chapter" data-level="" data-path="pew-research-center-pew.html"><a href="pew-research-center-pew.html#save-locally-33"><i class="fa fa-check"></i>Save Locally  </a></li>
<li class="chapter" data-level="" data-path="pew-research-center-pew.html"><a href="pew-research-center-pew.html#survey-design-definition-26"><i class="fa fa-check"></i>Survey Design Definition</a></li>
<li class="chapter" data-level="" data-path="pew-research-center-pew.html"><a href="pew-research-center-pew.html#variable-recoding-33"><i class="fa fa-check"></i>Variable Recoding</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="pew-research-center-pew.html"><a href="pew-research-center-pew.html#analysis-examples-with-the-survey-library-26"><i class="fa fa-check"></i>Analysis Examples with the <code>survey</code> library  </a>
<ul>
<li class="chapter" data-level="" data-path="pew-research-center-pew.html"><a href="pew-research-center-pew.html#unweighted-counts-33"><i class="fa fa-check"></i>Unweighted Counts</a></li>
<li class="chapter" data-level="" data-path="pew-research-center-pew.html"><a href="pew-research-center-pew.html#weighted-counts-26"><i class="fa fa-check"></i>Weighted Counts</a></li>
<li class="chapter" data-level="" data-path="pew-research-center-pew.html"><a href="pew-research-center-pew.html#descriptive-statistics-33"><i class="fa fa-check"></i>Descriptive Statistics</a></li>
<li class="chapter" data-level="" data-path="pew-research-center-pew.html"><a href="pew-research-center-pew.html#subsetting-33"><i class="fa fa-check"></i>Subsetting</a></li>
<li class="chapter" data-level="" data-path="pew-research-center-pew.html"><a href="pew-research-center-pew.html#measures-of-uncertainty-33"><i class="fa fa-check"></i>Measures of Uncertainty</a></li>
<li class="chapter" data-level="" data-path="pew-research-center-pew.html"><a href="pew-research-center-pew.html#regression-models-and-tests-of-association-33"><i class="fa fa-check"></i>Regression Models and Tests of Association</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="pew-research-center-pew.html"><a href="pew-research-center-pew.html#replication-example-31"><i class="fa fa-check"></i>Replication Example</a></li>
<li class="chapter" data-level="" data-path="pew-research-center-pew.html"><a href="pew-research-center-pew.html#analysis-examples-with-srvyr-23"><i class="fa fa-check"></i>Analysis Examples with <code>srvyr</code>  </a></li>
</ul></li>
<li class="chapter" data-level="" data-path="programme-for-the-international-assessment-of-adult-competencies-piaac.html"><a href="programme-for-the-international-assessment-of-adult-competencies-piaac.html"><i class="fa fa-check"></i>Programme for the International Assessment of Adult Competencies (PIAAC)</a>
<ul>
<li class="chapter" data-level="" data-path="programme-for-the-international-assessment-of-adult-competencies-piaac.html"><a href="programme-for-the-international-assessment-of-adult-competencies-piaac.html#download-import-preparation-35"><i class="fa fa-check"></i>Download, Import, Preparation</a>
<ul>
<li class="chapter" data-level="" data-path="programme-for-the-international-assessment-of-adult-competencies-piaac.html"><a href="programme-for-the-international-assessment-of-adult-competencies-piaac.html#save-locally-34"><i class="fa fa-check"></i>Save Locally  </a></li>
<li class="chapter" data-level="" data-path="programme-for-the-international-assessment-of-adult-competencies-piaac.html"><a href="programme-for-the-international-assessment-of-adult-competencies-piaac.html#survey-design-definition-27"><i class="fa fa-check"></i>Survey Design Definition</a></li>
<li class="chapter" data-level="" data-path="programme-for-the-international-assessment-of-adult-competencies-piaac.html"><a href="programme-for-the-international-assessment-of-adult-competencies-piaac.html#variable-recoding-34"><i class="fa fa-check"></i>Variable Recoding</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="programme-for-the-international-assessment-of-adult-competencies-piaac.html"><a href="programme-for-the-international-assessment-of-adult-competencies-piaac.html#analysis-examples-with-the-survey-library-27"><i class="fa fa-check"></i>Analysis Examples with the <code>survey</code> library  </a>
<ul>
<li class="chapter" data-level="" data-path="programme-for-the-international-assessment-of-adult-competencies-piaac.html"><a href="programme-for-the-international-assessment-of-adult-competencies-piaac.html#unweighted-counts-34"><i class="fa fa-check"></i>Unweighted Counts</a></li>
<li class="chapter" data-level="" data-path="programme-for-the-international-assessment-of-adult-competencies-piaac.html"><a href="programme-for-the-international-assessment-of-adult-competencies-piaac.html#weighted-counts-27"><i class="fa fa-check"></i>Weighted Counts</a></li>
<li class="chapter" data-level="" data-path="programme-for-the-international-assessment-of-adult-competencies-piaac.html"><a href="programme-for-the-international-assessment-of-adult-competencies-piaac.html#descriptive-statistics-34"><i class="fa fa-check"></i>Descriptive Statistics</a></li>
<li class="chapter" data-level="" data-path="programme-for-the-international-assessment-of-adult-competencies-piaac.html"><a href="programme-for-the-international-assessment-of-adult-competencies-piaac.html#subsetting-34"><i class="fa fa-check"></i>Subsetting</a></li>
<li class="chapter" data-level="" data-path="programme-for-the-international-assessment-of-adult-competencies-piaac.html"><a href="programme-for-the-international-assessment-of-adult-competencies-piaac.html#measures-of-uncertainty-34"><i class="fa fa-check"></i>Measures of Uncertainty</a></li>
<li class="chapter" data-level="" data-path="programme-for-the-international-assessment-of-adult-competencies-piaac.html"><a href="programme-for-the-international-assessment-of-adult-competencies-piaac.html#regression-models-and-tests-of-association-34"><i class="fa fa-check"></i>Regression Models and Tests of Association</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="programme-for-the-international-assessment-of-adult-competencies-piaac.html"><a href="programme-for-the-international-assessment-of-adult-competencies-piaac.html#replication-example-32"><i class="fa fa-check"></i>Replication Example</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="progress-in-international-reading-literacy-study-pirls.html"><a href="progress-in-international-reading-literacy-study-pirls.html"><i class="fa fa-check"></i>Progress in International Reading Literacy Study (PIRLS)</a>
<ul>
<li class="chapter" data-level="" data-path="progress-in-international-reading-literacy-study-pirls.html"><a href="progress-in-international-reading-literacy-study-pirls.html#function-definitions-9"><i class="fa fa-check"></i>Function Definitions</a></li>
<li class="chapter" data-level="" data-path="progress-in-international-reading-literacy-study-pirls.html"><a href="progress-in-international-reading-literacy-study-pirls.html#download-import-preparation-36"><i class="fa fa-check"></i>Download, Import, Preparation</a>
<ul>
<li class="chapter" data-level="" data-path="progress-in-international-reading-literacy-study-pirls.html"><a href="progress-in-international-reading-literacy-study-pirls.html#save-locally-35"><i class="fa fa-check"></i>Save Locally  </a></li>
<li class="chapter" data-level="" data-path="progress-in-international-reading-literacy-study-pirls.html"><a href="progress-in-international-reading-literacy-study-pirls.html#survey-design-definition-28"><i class="fa fa-check"></i>Survey Design Definition</a></li>
<li class="chapter" data-level="" data-path="progress-in-international-reading-literacy-study-pirls.html"><a href="progress-in-international-reading-literacy-study-pirls.html#variable-recoding-35"><i class="fa fa-check"></i>Variable Recoding</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="progress-in-international-reading-literacy-study-pirls.html"><a href="progress-in-international-reading-literacy-study-pirls.html#analysis-examples-with-the-survey-library-28"><i class="fa fa-check"></i>Analysis Examples with the <code>survey</code> library  </a>
<ul>
<li class="chapter" data-level="" data-path="progress-in-international-reading-literacy-study-pirls.html"><a href="progress-in-international-reading-literacy-study-pirls.html#unweighted-counts-35"><i class="fa fa-check"></i>Unweighted Counts</a></li>
<li class="chapter" data-level="" data-path="progress-in-international-reading-literacy-study-pirls.html"><a href="progress-in-international-reading-literacy-study-pirls.html#weighted-counts-28"><i class="fa fa-check"></i>Weighted Counts</a></li>
<li class="chapter" data-level="" data-path="progress-in-international-reading-literacy-study-pirls.html"><a href="progress-in-international-reading-literacy-study-pirls.html#descriptive-statistics-35"><i class="fa fa-check"></i>Descriptive Statistics</a></li>
<li class="chapter" data-level="" data-path="progress-in-international-reading-literacy-study-pirls.html"><a href="progress-in-international-reading-literacy-study-pirls.html#subsetting-35"><i class="fa fa-check"></i>Subsetting</a></li>
<li class="chapter" data-level="" data-path="progress-in-international-reading-literacy-study-pirls.html"><a href="progress-in-international-reading-literacy-study-pirls.html#measures-of-uncertainty-35"><i class="fa fa-check"></i>Measures of Uncertainty</a></li>
<li class="chapter" data-level="" data-path="progress-in-international-reading-literacy-study-pirls.html"><a href="progress-in-international-reading-literacy-study-pirls.html#regression-models-and-tests-of-association-35"><i class="fa fa-check"></i>Regression Models and Tests of Association</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="progress-in-international-reading-literacy-study-pirls.html"><a href="progress-in-international-reading-literacy-study-pirls.html#replication-example-33"><i class="fa fa-check"></i>Replication Example</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="public-libraries-survey-pls.html"><a href="public-libraries-survey-pls.html"><i class="fa fa-check"></i>Public Libraries Survey (PLS)</a>
<ul>
<li class="chapter" data-level="" data-path="public-libraries-survey-pls.html"><a href="public-libraries-survey-pls.html#download-import-preparation-37"><i class="fa fa-check"></i>Download, Import, Preparation</a>
<ul>
<li class="chapter" data-level="" data-path="public-libraries-survey-pls.html"><a href="public-libraries-survey-pls.html#save-locally-36"><i class="fa fa-check"></i>Save Locally  </a></li>
<li class="chapter" data-level="" data-path="public-libraries-survey-pls.html"><a href="public-libraries-survey-pls.html#variable-recoding-36"><i class="fa fa-check"></i>Variable Recoding</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="public-libraries-survey-pls.html"><a href="public-libraries-survey-pls.html#analysis-examples-with-base-r-7"><i class="fa fa-check"></i>Analysis Examples with base R  </a>
<ul>
<li class="chapter" data-level="" data-path="public-libraries-survey-pls.html"><a href="public-libraries-survey-pls.html#unweighted-counts-36"><i class="fa fa-check"></i>Unweighted Counts</a></li>
<li class="chapter" data-level="" data-path="public-libraries-survey-pls.html"><a href="public-libraries-survey-pls.html#descriptive-statistics-36"><i class="fa fa-check"></i>Descriptive Statistics</a></li>
<li class="chapter" data-level="" data-path="public-libraries-survey-pls.html"><a href="public-libraries-survey-pls.html#subsetting-36"><i class="fa fa-check"></i>Subsetting</a></li>
<li class="chapter" data-level="" data-path="public-libraries-survey-pls.html"><a href="public-libraries-survey-pls.html#measures-of-uncertainty-36"><i class="fa fa-check"></i>Measures of Uncertainty</a></li>
<li class="chapter" data-level="" data-path="public-libraries-survey-pls.html"><a href="public-libraries-survey-pls.html#regression-models-and-tests-of-association-36"><i class="fa fa-check"></i>Regression Models and Tests of Association</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="public-libraries-survey-pls.html"><a href="public-libraries-survey-pls.html#replication-example-34"><i class="fa fa-check"></i>Replication Example</a></li>
<li class="chapter" data-level="" data-path="public-libraries-survey-pls.html"><a href="public-libraries-survey-pls.html#analysis-examples-with-dplyr-7"><i class="fa fa-check"></i>Analysis Examples with <code>dplyr</code>  </a></li>
<li class="chapter" data-level="" data-path="public-libraries-survey-pls.html"><a href="public-libraries-survey-pls.html#analysis-examples-with-data.table-7"><i class="fa fa-check"></i>Analysis Examples with <code>data.table</code>  </a></li>
<li class="chapter" data-level="" data-path="public-libraries-survey-pls.html"><a href="public-libraries-survey-pls.html#analysis-examples-with-duckdb-7"><i class="fa fa-check"></i>Analysis Examples with <code>duckdb</code>  </a></li>
</ul></li>
<li class="chapter" data-level="" data-path="pesquisa-nacional-por-amostra-de-domicilios-pnad.html"><a href="pesquisa-nacional-por-amostra-de-domicilios-pnad.html"><i class="fa fa-check"></i>Pesquisa Nacional por Amostra de Domicilios (PNAD)</a>
<ul>
<li class="chapter" data-level="" data-path="pesquisa-nacional-por-amostra-de-domicilios-pnad.html"><a href="pesquisa-nacional-por-amostra-de-domicilios-pnad.html#download-import-preparation-38"><i class="fa fa-check"></i>Download, Import, Preparation</a>
<ul>
<li class="chapter" data-level="" data-path="pesquisa-nacional-por-amostra-de-domicilios-pnad.html"><a href="pesquisa-nacional-por-amostra-de-domicilios-pnad.html#save-locally-37"><i class="fa fa-check"></i>Save Locally  </a></li>
<li class="chapter" data-level="" data-path="pesquisa-nacional-por-amostra-de-domicilios-pnad.html"><a href="pesquisa-nacional-por-amostra-de-domicilios-pnad.html#survey-design-definition-29"><i class="fa fa-check"></i>Survey Design Definition</a></li>
<li class="chapter" data-level="" data-path="pesquisa-nacional-por-amostra-de-domicilios-pnad.html"><a href="pesquisa-nacional-por-amostra-de-domicilios-pnad.html#variable-recoding-37"><i class="fa fa-check"></i>Variable Recoding</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="pesquisa-nacional-por-amostra-de-domicilios-pnad.html"><a href="pesquisa-nacional-por-amostra-de-domicilios-pnad.html#analysis-examples-with-the-survey-library-29"><i class="fa fa-check"></i>Analysis Examples with the <code>survey</code> library  </a>
<ul>
<li class="chapter" data-level="" data-path="pesquisa-nacional-por-amostra-de-domicilios-pnad.html"><a href="pesquisa-nacional-por-amostra-de-domicilios-pnad.html#unweighted-counts-37"><i class="fa fa-check"></i>Unweighted Counts</a></li>
<li class="chapter" data-level="" data-path="pesquisa-nacional-por-amostra-de-domicilios-pnad.html"><a href="pesquisa-nacional-por-amostra-de-domicilios-pnad.html#weighted-counts-29"><i class="fa fa-check"></i>Weighted Counts</a></li>
<li class="chapter" data-level="" data-path="pesquisa-nacional-por-amostra-de-domicilios-pnad.html"><a href="pesquisa-nacional-por-amostra-de-domicilios-pnad.html#descriptive-statistics-37"><i class="fa fa-check"></i>Descriptive Statistics</a></li>
<li class="chapter" data-level="" data-path="pesquisa-nacional-por-amostra-de-domicilios-pnad.html"><a href="pesquisa-nacional-por-amostra-de-domicilios-pnad.html#subsetting-37"><i class="fa fa-check"></i>Subsetting</a></li>
<li class="chapter" data-level="" data-path="pesquisa-nacional-por-amostra-de-domicilios-pnad.html"><a href="pesquisa-nacional-por-amostra-de-domicilios-pnad.html#measures-of-uncertainty-37"><i class="fa fa-check"></i>Measures of Uncertainty</a></li>
<li class="chapter" data-level="" data-path="pesquisa-nacional-por-amostra-de-domicilios-pnad.html"><a href="pesquisa-nacional-por-amostra-de-domicilios-pnad.html#regression-models-and-tests-of-association-37"><i class="fa fa-check"></i>Regression Models and Tests of Association</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="pesquisa-nacional-por-amostra-de-domicilios-pnad.html"><a href="pesquisa-nacional-por-amostra-de-domicilios-pnad.html#replication-example-35"><i class="fa fa-check"></i>Replication Example</a></li>
<li class="chapter" data-level="" data-path="pesquisa-nacional-por-amostra-de-domicilios-pnad.html"><a href="pesquisa-nacional-por-amostra-de-domicilios-pnad.html#poverty-and-inequality-estimation-with-convey-2"><i class="fa fa-check"></i>Poverty and Inequality Estimation with <code>convey</code>  </a></li>
<li class="chapter" data-level="" data-path="pesquisa-nacional-por-amostra-de-domicilios-pnad.html"><a href="pesquisa-nacional-por-amostra-de-domicilios-pnad.html#analysis-examples-with-srvyr-24"><i class="fa fa-check"></i>Analysis Examples with <code>srvyr</code>  </a></li>
</ul></li>
<li class="chapter" data-level="" data-path="pesquisa-nacional-de-saude-pns.html"><a href="pesquisa-nacional-de-saude-pns.html"><i class="fa fa-check"></i>Pesquisa Nacional de Saude (PNS)</a>
<ul>
<li class="chapter" data-level="" data-path="pesquisa-nacional-de-saude-pns.html"><a href="pesquisa-nacional-de-saude-pns.html#download-import-preparation-39"><i class="fa fa-check"></i>Download, Import, Preparation</a>
<ul>
<li class="chapter" data-level="" data-path="pesquisa-nacional-de-saude-pns.html"><a href="pesquisa-nacional-de-saude-pns.html#save-locally-38"><i class="fa fa-check"></i>Save Locally  </a></li>
<li class="chapter" data-level="" data-path="pesquisa-nacional-de-saude-pns.html"><a href="pesquisa-nacional-de-saude-pns.html#survey-design-definition-30"><i class="fa fa-check"></i>Survey Design Definition</a></li>
<li class="chapter" data-level="" data-path="pesquisa-nacional-de-saude-pns.html"><a href="pesquisa-nacional-de-saude-pns.html#variable-recoding-38"><i class="fa fa-check"></i>Variable Recoding</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="pesquisa-nacional-de-saude-pns.html"><a href="pesquisa-nacional-de-saude-pns.html#analysis-examples-with-the-survey-library-30"><i class="fa fa-check"></i>Analysis Examples with the <code>survey</code> library  </a>
<ul>
<li class="chapter" data-level="" data-path="pesquisa-nacional-de-saude-pns.html"><a href="pesquisa-nacional-de-saude-pns.html#unweighted-counts-38"><i class="fa fa-check"></i>Unweighted Counts</a></li>
<li class="chapter" data-level="" data-path="pesquisa-nacional-de-saude-pns.html"><a href="pesquisa-nacional-de-saude-pns.html#weighted-counts-30"><i class="fa fa-check"></i>Weighted Counts</a></li>
<li class="chapter" data-level="" data-path="pesquisa-nacional-de-saude-pns.html"><a href="pesquisa-nacional-de-saude-pns.html#descriptive-statistics-38"><i class="fa fa-check"></i>Descriptive Statistics</a></li>
<li class="chapter" data-level="" data-path="pesquisa-nacional-de-saude-pns.html"><a href="pesquisa-nacional-de-saude-pns.html#subsetting-38"><i class="fa fa-check"></i>Subsetting</a></li>
<li class="chapter" data-level="" data-path="pesquisa-nacional-de-saude-pns.html"><a href="pesquisa-nacional-de-saude-pns.html#measures-of-uncertainty-38"><i class="fa fa-check"></i>Measures of Uncertainty</a></li>
<li class="chapter" data-level="" data-path="pesquisa-nacional-de-saude-pns.html"><a href="pesquisa-nacional-de-saude-pns.html#regression-models-and-tests-of-association-38"><i class="fa fa-check"></i>Regression Models and Tests of Association</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="pesquisa-nacional-de-saude-pns.html"><a href="pesquisa-nacional-de-saude-pns.html#replication-example-36"><i class="fa fa-check"></i>Replication Example</a></li>
<li class="chapter" data-level="" data-path="pesquisa-nacional-de-saude-pns.html"><a href="pesquisa-nacional-de-saude-pns.html#analysis-examples-with-srvyr-25"><i class="fa fa-check"></i>Analysis Examples with <code>srvyr</code>  </a></li>
</ul></li>
<li class="chapter" data-level="" data-path="pesquisa-de-orcamentos-familiares-pof.html"><a href="pesquisa-de-orcamentos-familiares-pof.html"><i class="fa fa-check"></i>Pesquisa de Orcamentos Familiares (POF)</a>
<ul>
<li class="chapter" data-level="" data-path="pesquisa-de-orcamentos-familiares-pof.html"><a href="pesquisa-de-orcamentos-familiares-pof.html#download-import-preparation-40"><i class="fa fa-check"></i>Download, Import, Preparation</a>
<ul>
<li class="chapter" data-level="" data-path="pesquisa-de-orcamentos-familiares-pof.html"><a href="pesquisa-de-orcamentos-familiares-pof.html#save-locally-39"><i class="fa fa-check"></i>Save Locally  </a></li>
<li class="chapter" data-level="" data-path="pesquisa-de-orcamentos-familiares-pof.html"><a href="pesquisa-de-orcamentos-familiares-pof.html#survey-design-definition-31"><i class="fa fa-check"></i>Survey Design Definition</a></li>
<li class="chapter" data-level="" data-path="pesquisa-de-orcamentos-familiares-pof.html"><a href="pesquisa-de-orcamentos-familiares-pof.html#variable-recoding-39"><i class="fa fa-check"></i>Variable Recoding</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="pesquisa-de-orcamentos-familiares-pof.html"><a href="pesquisa-de-orcamentos-familiares-pof.html#analysis-examples-with-the-survey-library-31"><i class="fa fa-check"></i>Analysis Examples with the <code>survey</code> library  </a>
<ul>
<li class="chapter" data-level="" data-path="pesquisa-de-orcamentos-familiares-pof.html"><a href="pesquisa-de-orcamentos-familiares-pof.html#unweighted-counts-39"><i class="fa fa-check"></i>Unweighted Counts</a></li>
<li class="chapter" data-level="" data-path="pesquisa-de-orcamentos-familiares-pof.html"><a href="pesquisa-de-orcamentos-familiares-pof.html#weighted-counts-31"><i class="fa fa-check"></i>Weighted Counts</a></li>
<li class="chapter" data-level="" data-path="pesquisa-de-orcamentos-familiares-pof.html"><a href="pesquisa-de-orcamentos-familiares-pof.html#descriptive-statistics-39"><i class="fa fa-check"></i>Descriptive Statistics</a></li>
<li class="chapter" data-level="" data-path="pesquisa-de-orcamentos-familiares-pof.html"><a href="pesquisa-de-orcamentos-familiares-pof.html#subsetting-39"><i class="fa fa-check"></i>Subsetting</a></li>
<li class="chapter" data-level="" data-path="pesquisa-de-orcamentos-familiares-pof.html"><a href="pesquisa-de-orcamentos-familiares-pof.html#measures-of-uncertainty-39"><i class="fa fa-check"></i>Measures of Uncertainty</a></li>
<li class="chapter" data-level="" data-path="pesquisa-de-orcamentos-familiares-pof.html"><a href="pesquisa-de-orcamentos-familiares-pof.html#regression-models-and-tests-of-association-39"><i class="fa fa-check"></i>Regression Models and Tests of Association</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="pesquisa-de-orcamentos-familiares-pof.html"><a href="pesquisa-de-orcamentos-familiares-pof.html#replication-example-37"><i class="fa fa-check"></i>Replication Example</a></li>
<li class="chapter" data-level="" data-path="pesquisa-de-orcamentos-familiares-pof.html"><a href="pesquisa-de-orcamentos-familiares-pof.html#poverty-and-inequality-estimation-with-convey-3"><i class="fa fa-check"></i>Poverty and Inequality Estimation with <code>convey</code>  </a></li>
<li class="chapter" data-level="" data-path="pesquisa-de-orcamentos-familiares-pof.html"><a href="pesquisa-de-orcamentos-familiares-pof.html#analysis-examples-with-srvyr-26"><i class="fa fa-check"></i>Analysis Examples with <code>srvyr</code>  </a></li>
</ul></li>
<li class="chapter" data-level="" data-path="residential-energy-consumption-survey-recs.html"><a href="residential-energy-consumption-survey-recs.html"><i class="fa fa-check"></i>Residential Energy Consumption Survey (RECS)</a>
<ul>
<li class="chapter" data-level="" data-path="residential-energy-consumption-survey-recs.html"><a href="residential-energy-consumption-survey-recs.html#download-import-preparation-41"><i class="fa fa-check"></i>Download, Import, Preparation</a>
<ul>
<li class="chapter" data-level="" data-path="residential-energy-consumption-survey-recs.html"><a href="residential-energy-consumption-survey-recs.html#save-locally-40"><i class="fa fa-check"></i>Save Locally  </a></li>
<li class="chapter" data-level="" data-path="residential-energy-consumption-survey-recs.html"><a href="residential-energy-consumption-survey-recs.html#survey-design-definition-32"><i class="fa fa-check"></i>Survey Design Definition</a></li>
<li class="chapter" data-level="" data-path="residential-energy-consumption-survey-recs.html"><a href="residential-energy-consumption-survey-recs.html#variable-recoding-40"><i class="fa fa-check"></i>Variable Recoding</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="residential-energy-consumption-survey-recs.html"><a href="residential-energy-consumption-survey-recs.html#analysis-examples-with-the-survey-library-32"><i class="fa fa-check"></i>Analysis Examples with the <code>survey</code> library  </a>
<ul>
<li class="chapter" data-level="" data-path="residential-energy-consumption-survey-recs.html"><a href="residential-energy-consumption-survey-recs.html#unweighted-counts-40"><i class="fa fa-check"></i>Unweighted Counts</a></li>
<li class="chapter" data-level="" data-path="residential-energy-consumption-survey-recs.html"><a href="residential-energy-consumption-survey-recs.html#weighted-counts-32"><i class="fa fa-check"></i>Weighted Counts</a></li>
<li class="chapter" data-level="" data-path="residential-energy-consumption-survey-recs.html"><a href="residential-energy-consumption-survey-recs.html#descriptive-statistics-40"><i class="fa fa-check"></i>Descriptive Statistics</a></li>
<li class="chapter" data-level="" data-path="residential-energy-consumption-survey-recs.html"><a href="residential-energy-consumption-survey-recs.html#subsetting-40"><i class="fa fa-check"></i>Subsetting</a></li>
<li class="chapter" data-level="" data-path="residential-energy-consumption-survey-recs.html"><a href="residential-energy-consumption-survey-recs.html#measures-of-uncertainty-40"><i class="fa fa-check"></i>Measures of Uncertainty</a></li>
<li class="chapter" data-level="" data-path="residential-energy-consumption-survey-recs.html"><a href="residential-energy-consumption-survey-recs.html#regression-models-and-tests-of-association-40"><i class="fa fa-check"></i>Regression Models and Tests of Association</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="residential-energy-consumption-survey-recs.html"><a href="residential-energy-consumption-survey-recs.html#replication-example-38"><i class="fa fa-check"></i>Replication Example</a></li>
<li class="chapter" data-level="" data-path="residential-energy-consumption-survey-recs.html"><a href="residential-energy-consumption-survey-recs.html#analysis-examples-with-srvyr-27"><i class="fa fa-check"></i>Analysis Examples with <code>srvyr</code>  </a></li>
</ul></li>
<li class="chapter" data-level="" data-path="rapid-surveys-system-rss.html"><a href="rapid-surveys-system-rss.html"><i class="fa fa-check"></i>Rapid Surveys System (RSS)</a>
<ul>
<li class="chapter" data-level="" data-path="rapid-surveys-system-rss.html"><a href="rapid-surveys-system-rss.html#download-import-preparation-42"><i class="fa fa-check"></i>Download, Import, Preparation</a>
<ul>
<li class="chapter" data-level="" data-path="rapid-surveys-system-rss.html"><a href="rapid-surveys-system-rss.html#save-locally-41"><i class="fa fa-check"></i>Save Locally  </a></li>
<li class="chapter" data-level="" data-path="rapid-surveys-system-rss.html"><a href="rapid-surveys-system-rss.html#survey-design-definition-33"><i class="fa fa-check"></i>Survey Design Definition</a></li>
<li class="chapter" data-level="" data-path="rapid-surveys-system-rss.html"><a href="rapid-surveys-system-rss.html#variable-recoding-41"><i class="fa fa-check"></i>Variable Recoding</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="rapid-surveys-system-rss.html"><a href="rapid-surveys-system-rss.html#analysis-examples-with-the-survey-library-33"><i class="fa fa-check"></i>Analysis Examples with the <code>survey</code> library  </a>
<ul>
<li class="chapter" data-level="" data-path="rapid-surveys-system-rss.html"><a href="rapid-surveys-system-rss.html#unweighted-counts-41"><i class="fa fa-check"></i>Unweighted Counts</a></li>
<li class="chapter" data-level="" data-path="rapid-surveys-system-rss.html"><a href="rapid-surveys-system-rss.html#weighted-counts-33"><i class="fa fa-check"></i>Weighted Counts</a></li>
<li class="chapter" data-level="" data-path="rapid-surveys-system-rss.html"><a href="rapid-surveys-system-rss.html#descriptive-statistics-41"><i class="fa fa-check"></i>Descriptive Statistics</a></li>
<li class="chapter" data-level="" data-path="rapid-surveys-system-rss.html"><a href="rapid-surveys-system-rss.html#subsetting-41"><i class="fa fa-check"></i>Subsetting</a></li>
<li class="chapter" data-level="" data-path="rapid-surveys-system-rss.html"><a href="rapid-surveys-system-rss.html#measures-of-uncertainty-41"><i class="fa fa-check"></i>Measures of Uncertainty</a></li>
<li class="chapter" data-level="" data-path="rapid-surveys-system-rss.html"><a href="rapid-surveys-system-rss.html#regression-models-and-tests-of-association-41"><i class="fa fa-check"></i>Regression Models and Tests of Association</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="rapid-surveys-system-rss.html"><a href="rapid-surveys-system-rss.html#replication-example-39"><i class="fa fa-check"></i>Replication Example</a></li>
<li class="chapter" data-level="" data-path="rapid-surveys-system-rss.html"><a href="rapid-surveys-system-rss.html#analysis-examples-with-srvyr-28"><i class="fa fa-check"></i>Analysis Examples with <code>srvyr</code>  </a></li>
</ul></li>
<li class="chapter" data-level="" data-path="survey-of-business-owners-sbo.html"><a href="survey-of-business-owners-sbo.html"><i class="fa fa-check"></i>Survey of Business Owners (SBO)</a>
<ul>
<li class="chapter" data-level="" data-path="survey-of-business-owners-sbo.html"><a href="survey-of-business-owners-sbo.html#function-definitions-10"><i class="fa fa-check"></i>Function Definitions</a></li>
<li class="chapter" data-level="" data-path="survey-of-business-owners-sbo.html"><a href="survey-of-business-owners-sbo.html#download-import-preparation-43"><i class="fa fa-check"></i>Download, Import, Preparation</a>
<ul>
<li class="chapter" data-level="" data-path="survey-of-business-owners-sbo.html"><a href="survey-of-business-owners-sbo.html#save-locally-42"><i class="fa fa-check"></i>Save Locally  </a></li>
<li class="chapter" data-level="" data-path="survey-of-business-owners-sbo.html"><a href="survey-of-business-owners-sbo.html#survey-design-definition-34"><i class="fa fa-check"></i>Survey Design Definition</a></li>
<li class="chapter" data-level="" data-path="survey-of-business-owners-sbo.html"><a href="survey-of-business-owners-sbo.html#variable-recoding-42"><i class="fa fa-check"></i>Variable Recoding</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="survey-of-business-owners-sbo.html"><a href="survey-of-business-owners-sbo.html#analysis-examples-with-the-survey-library-34"><i class="fa fa-check"></i>Analysis Examples with the <code>survey</code> library  </a>
<ul>
<li class="chapter" data-level="" data-path="survey-of-business-owners-sbo.html"><a href="survey-of-business-owners-sbo.html#unweighted-counts-42"><i class="fa fa-check"></i>Unweighted Counts</a></li>
<li class="chapter" data-level="" data-path="survey-of-business-owners-sbo.html"><a href="survey-of-business-owners-sbo.html#weighted-counts-34"><i class="fa fa-check"></i>Weighted Counts</a></li>
<li class="chapter" data-level="" data-path="survey-of-business-owners-sbo.html"><a href="survey-of-business-owners-sbo.html#descriptive-statistics-42"><i class="fa fa-check"></i>Descriptive Statistics</a></li>
<li class="chapter" data-level="" data-path="survey-of-business-owners-sbo.html"><a href="survey-of-business-owners-sbo.html#subsetting-42"><i class="fa fa-check"></i>Subsetting</a></li>
<li class="chapter" data-level="" data-path="survey-of-business-owners-sbo.html"><a href="survey-of-business-owners-sbo.html#measures-of-uncertainty-42"><i class="fa fa-check"></i>Measures of Uncertainty</a></li>
<li class="chapter" data-level="" data-path="survey-of-business-owners-sbo.html"><a href="survey-of-business-owners-sbo.html#regression-models-and-tests-of-association-42"><i class="fa fa-check"></i>Regression Models and Tests of Association</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="survey-of-business-owners-sbo.html"><a href="survey-of-business-owners-sbo.html#replication-example-40"><i class="fa fa-check"></i>Replication Example</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="survey-of-consumer-finances-scf.html"><a href="survey-of-consumer-finances-scf.html"><i class="fa fa-check"></i>Survey of Consumer Finances (SCF)</a>
<ul>
<li class="chapter" data-level="" data-path="survey-of-consumer-finances-scf.html"><a href="survey-of-consumer-finances-scf.html#function-definitions-11"><i class="fa fa-check"></i>Function Definitions</a></li>
<li class="chapter" data-level="" data-path="survey-of-consumer-finances-scf.html"><a href="survey-of-consumer-finances-scf.html#download-import-preparation-44"><i class="fa fa-check"></i>Download, Import, Preparation</a>
<ul>
<li class="chapter" data-level="" data-path="survey-of-consumer-finances-scf.html"><a href="survey-of-consumer-finances-scf.html#save-locally-43"><i class="fa fa-check"></i>Save Locally  </a></li>
<li class="chapter" data-level="" data-path="survey-of-consumer-finances-scf.html"><a href="survey-of-consumer-finances-scf.html#survey-design-definition-35"><i class="fa fa-check"></i>Survey Design Definition</a></li>
<li class="chapter" data-level="" data-path="survey-of-consumer-finances-scf.html"><a href="survey-of-consumer-finances-scf.html#variable-recoding-43"><i class="fa fa-check"></i>Variable Recoding</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="survey-of-consumer-finances-scf.html"><a href="survey-of-consumer-finances-scf.html#analysis-examples-with-the-survey-library-35"><i class="fa fa-check"></i>Analysis Examples with the <code>survey</code> library  </a>
<ul>
<li class="chapter" data-level="" data-path="survey-of-consumer-finances-scf.html"><a href="survey-of-consumer-finances-scf.html#unweighted-counts-43"><i class="fa fa-check"></i>Unweighted Counts</a></li>
<li class="chapter" data-level="" data-path="survey-of-consumer-finances-scf.html"><a href="survey-of-consumer-finances-scf.html#weighted-counts-35"><i class="fa fa-check"></i>Weighted Counts</a></li>
<li class="chapter" data-level="" data-path="survey-of-consumer-finances-scf.html"><a href="survey-of-consumer-finances-scf.html#descriptive-statistics-43"><i class="fa fa-check"></i>Descriptive Statistics</a></li>
<li class="chapter" data-level="" data-path="survey-of-consumer-finances-scf.html"><a href="survey-of-consumer-finances-scf.html#subsetting-43"><i class="fa fa-check"></i>Subsetting</a></li>
<li class="chapter" data-level="" data-path="survey-of-consumer-finances-scf.html"><a href="survey-of-consumer-finances-scf.html#measures-of-uncertainty-43"><i class="fa fa-check"></i>Measures of Uncertainty</a></li>
<li class="chapter" data-level="" data-path="survey-of-consumer-finances-scf.html"><a href="survey-of-consumer-finances-scf.html#regression-models-and-tests-of-association-43"><i class="fa fa-check"></i>Regression Models and Tests of Association</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="survey-of-consumer-finances-scf.html"><a href="survey-of-consumer-finances-scf.html#replication-example-41"><i class="fa fa-check"></i>Replication Example</a></li>
<li class="chapter" data-level="" data-path="survey-of-consumer-finances-scf.html"><a href="survey-of-consumer-finances-scf.html#poverty-and-inequality-estimation-with-convey-4"><i class="fa fa-check"></i>Poverty and Inequality Estimation with <code>convey</code>  </a></li>
</ul></li>
<li class="chapter" data-level="" data-path="survey-of-income-and-program-participation-sipp.html"><a href="survey-of-income-and-program-participation-sipp.html"><i class="fa fa-check"></i>Survey of Income and Program Participation (SIPP)</a>
<ul>
<li class="chapter" data-level="" data-path="survey-of-income-and-program-participation-sipp.html"><a href="survey-of-income-and-program-participation-sipp.html#download-import-preparation-45"><i class="fa fa-check"></i>Download, Import, Preparation</a>
<ul>
<li class="chapter" data-level="" data-path="survey-of-income-and-program-participation-sipp.html"><a href="survey-of-income-and-program-participation-sipp.html#save-locally-44"><i class="fa fa-check"></i>Save Locally  </a></li>
<li class="chapter" data-level="" data-path="survey-of-income-and-program-participation-sipp.html"><a href="survey-of-income-and-program-participation-sipp.html#survey-design-definition-36"><i class="fa fa-check"></i>Survey Design Definition</a></li>
<li class="chapter" data-level="" data-path="survey-of-income-and-program-participation-sipp.html"><a href="survey-of-income-and-program-participation-sipp.html#variable-recoding-44"><i class="fa fa-check"></i>Variable Recoding</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="survey-of-income-and-program-participation-sipp.html"><a href="survey-of-income-and-program-participation-sipp.html#analysis-examples-with-the-survey-library-36"><i class="fa fa-check"></i>Analysis Examples with the <code>survey</code> library  </a>
<ul>
<li class="chapter" data-level="" data-path="survey-of-income-and-program-participation-sipp.html"><a href="survey-of-income-and-program-participation-sipp.html#unweighted-counts-44"><i class="fa fa-check"></i>Unweighted Counts</a></li>
<li class="chapter" data-level="" data-path="survey-of-income-and-program-participation-sipp.html"><a href="survey-of-income-and-program-participation-sipp.html#weighted-counts-36"><i class="fa fa-check"></i>Weighted Counts</a></li>
<li class="chapter" data-level="" data-path="survey-of-income-and-program-participation-sipp.html"><a href="survey-of-income-and-program-participation-sipp.html#descriptive-statistics-44"><i class="fa fa-check"></i>Descriptive Statistics</a></li>
<li class="chapter" data-level="" data-path="survey-of-income-and-program-participation-sipp.html"><a href="survey-of-income-and-program-participation-sipp.html#subsetting-44"><i class="fa fa-check"></i>Subsetting</a></li>
<li class="chapter" data-level="" data-path="survey-of-income-and-program-participation-sipp.html"><a href="survey-of-income-and-program-participation-sipp.html#measures-of-uncertainty-44"><i class="fa fa-check"></i>Measures of Uncertainty</a></li>
<li class="chapter" data-level="" data-path="survey-of-income-and-program-participation-sipp.html"><a href="survey-of-income-and-program-participation-sipp.html#regression-models-and-tests-of-association-44"><i class="fa fa-check"></i>Regression Models and Tests of Association</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="survey-of-income-and-program-participation-sipp.html"><a href="survey-of-income-and-program-participation-sipp.html#replication-example-42"><i class="fa fa-check"></i>Replication Example</a></li>
<li class="chapter" data-level="" data-path="survey-of-income-and-program-participation-sipp.html"><a href="survey-of-income-and-program-participation-sipp.html#poverty-and-inequality-estimation-with-convey-5"><i class="fa fa-check"></i>Poverty and Inequality Estimation with <code>convey</code>  </a></li>
<li class="chapter" data-level="" data-path="survey-of-income-and-program-participation-sipp.html"><a href="survey-of-income-and-program-participation-sipp.html#analysis-examples-with-srvyr-29"><i class="fa fa-check"></i>Analysis Examples with <code>srvyr</code>  </a></li>
</ul></li>
<li class="chapter" data-level="" data-path="social-security-public-use-data-files-ssa.html"><a href="social-security-public-use-data-files-ssa.html"><i class="fa fa-check"></i>Social Security Public-Use Data Files (SSA)</a>
<ul>
<li class="chapter" data-level="" data-path="social-security-public-use-data-files-ssa.html"><a href="social-security-public-use-data-files-ssa.html#download-import-preparation-46"><i class="fa fa-check"></i>Download, Import, Preparation</a>
<ul>
<li class="chapter" data-level="" data-path="social-security-public-use-data-files-ssa.html"><a href="social-security-public-use-data-files-ssa.html#save-locally-45"><i class="fa fa-check"></i>Save Locally  </a></li>
<li class="chapter" data-level="" data-path="social-security-public-use-data-files-ssa.html"><a href="social-security-public-use-data-files-ssa.html#variable-recoding-45"><i class="fa fa-check"></i>Variable Recoding</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="social-security-public-use-data-files-ssa.html"><a href="social-security-public-use-data-files-ssa.html#analysis-examples-with-base-r-8"><i class="fa fa-check"></i>Analysis Examples with base R  </a>
<ul>
<li class="chapter" data-level="" data-path="social-security-public-use-data-files-ssa.html"><a href="social-security-public-use-data-files-ssa.html#unweighted-counts-45"><i class="fa fa-check"></i>Unweighted Counts</a></li>
<li class="chapter" data-level="" data-path="social-security-public-use-data-files-ssa.html"><a href="social-security-public-use-data-files-ssa.html#descriptive-statistics-45"><i class="fa fa-check"></i>Descriptive Statistics</a></li>
<li class="chapter" data-level="" data-path="social-security-public-use-data-files-ssa.html"><a href="social-security-public-use-data-files-ssa.html#subsetting-45"><i class="fa fa-check"></i>Subsetting</a></li>
<li class="chapter" data-level="" data-path="social-security-public-use-data-files-ssa.html"><a href="social-security-public-use-data-files-ssa.html#measures-of-uncertainty-45"><i class="fa fa-check"></i>Measures of Uncertainty</a></li>
<li class="chapter" data-level="" data-path="social-security-public-use-data-files-ssa.html"><a href="social-security-public-use-data-files-ssa.html#regression-models-and-tests-of-association-45"><i class="fa fa-check"></i>Regression Models and Tests of Association</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="social-security-public-use-data-files-ssa.html"><a href="social-security-public-use-data-files-ssa.html#replication-example-43"><i class="fa fa-check"></i>Replication Example</a></li>
<li class="chapter" data-level="" data-path="social-security-public-use-data-files-ssa.html"><a href="social-security-public-use-data-files-ssa.html#analysis-examples-with-dplyr-8"><i class="fa fa-check"></i>Analysis Examples with <code>dplyr</code>  </a></li>
<li class="chapter" data-level="" data-path="social-security-public-use-data-files-ssa.html"><a href="social-security-public-use-data-files-ssa.html#analysis-examples-with-data.table-8"><i class="fa fa-check"></i>Analysis Examples with <code>data.table</code>  </a></li>
<li class="chapter" data-level="" data-path="social-security-public-use-data-files-ssa.html"><a href="social-security-public-use-data-files-ssa.html#analysis-examples-with-duckdb-8"><i class="fa fa-check"></i>Analysis Examples with <code>duckdb</code>  </a></li>
</ul></li>
<li class="chapter" data-level="" data-path="trends-in-international-mathematics-and-science-study-timss.html"><a href="trends-in-international-mathematics-and-science-study-timss.html"><i class="fa fa-check"></i>Trends in International Mathematics and Science Study (TIMSS)</a>
<ul>
<li class="chapter" data-level="" data-path="trends-in-international-mathematics-and-science-study-timss.html"><a href="trends-in-international-mathematics-and-science-study-timss.html#function-definitions-12"><i class="fa fa-check"></i>Function Definitions</a></li>
<li class="chapter" data-level="" data-path="trends-in-international-mathematics-and-science-study-timss.html"><a href="trends-in-international-mathematics-and-science-study-timss.html#download-import-preparation-47"><i class="fa fa-check"></i>Download, Import, Preparation</a>
<ul>
<li class="chapter" data-level="" data-path="trends-in-international-mathematics-and-science-study-timss.html"><a href="trends-in-international-mathematics-and-science-study-timss.html#save-locally-46"><i class="fa fa-check"></i>Save Locally  </a></li>
<li class="chapter" data-level="" data-path="trends-in-international-mathematics-and-science-study-timss.html"><a href="trends-in-international-mathematics-and-science-study-timss.html#survey-design-definition-37"><i class="fa fa-check"></i>Survey Design Definition</a></li>
<li class="chapter" data-level="" data-path="trends-in-international-mathematics-and-science-study-timss.html"><a href="trends-in-international-mathematics-and-science-study-timss.html#variable-recoding-46"><i class="fa fa-check"></i>Variable Recoding</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="trends-in-international-mathematics-and-science-study-timss.html"><a href="trends-in-international-mathematics-and-science-study-timss.html#analysis-examples-with-the-survey-library-37"><i class="fa fa-check"></i>Analysis Examples with the <code>survey</code> library  </a>
<ul>
<li class="chapter" data-level="" data-path="trends-in-international-mathematics-and-science-study-timss.html"><a href="trends-in-international-mathematics-and-science-study-timss.html#unweighted-counts-46"><i class="fa fa-check"></i>Unweighted Counts</a></li>
<li class="chapter" data-level="" data-path="trends-in-international-mathematics-and-science-study-timss.html"><a href="trends-in-international-mathematics-and-science-study-timss.html#weighted-counts-37"><i class="fa fa-check"></i>Weighted Counts</a></li>
<li class="chapter" data-level="" data-path="trends-in-international-mathematics-and-science-study-timss.html"><a href="trends-in-international-mathematics-and-science-study-timss.html#descriptive-statistics-46"><i class="fa fa-check"></i>Descriptive Statistics</a></li>
<li class="chapter" data-level="" data-path="trends-in-international-mathematics-and-science-study-timss.html"><a href="trends-in-international-mathematics-and-science-study-timss.html#subsetting-46"><i class="fa fa-check"></i>Subsetting</a></li>
<li class="chapter" data-level="" data-path="trends-in-international-mathematics-and-science-study-timss.html"><a href="trends-in-international-mathematics-and-science-study-timss.html#measures-of-uncertainty-46"><i class="fa fa-check"></i>Measures of Uncertainty</a></li>
<li class="chapter" data-level="" data-path="trends-in-international-mathematics-and-science-study-timss.html"><a href="trends-in-international-mathematics-and-science-study-timss.html#regression-models-and-tests-of-association-46"><i class="fa fa-check"></i>Regression Models and Tests of Association</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="trends-in-international-mathematics-and-science-study-timss.html"><a href="trends-in-international-mathematics-and-science-study-timss.html#replication-example-44"><i class="fa fa-check"></i>Replication Example</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="violence-against-children-and-youth-surveys-vacs.html"><a href="violence-against-children-and-youth-surveys-vacs.html"><i class="fa fa-check"></i>Violence Against Children And Youth Surveys (VACS)</a>
<ul>
<li class="chapter" data-level="" data-path="violence-against-children-and-youth-surveys-vacs.html"><a href="violence-against-children-and-youth-surveys-vacs.html#download-import-preparation-48"><i class="fa fa-check"></i>Download, Import, Preparation</a>
<ul>
<li class="chapter" data-level="" data-path="violence-against-children-and-youth-surveys-vacs.html"><a href="violence-against-children-and-youth-surveys-vacs.html#save-locally-47"><i class="fa fa-check"></i>Save Locally  </a></li>
<li class="chapter" data-level="" data-path="violence-against-children-and-youth-surveys-vacs.html"><a href="violence-against-children-and-youth-surveys-vacs.html#survey-design-definition-38"><i class="fa fa-check"></i>Survey Design Definition</a></li>
<li class="chapter" data-level="" data-path="violence-against-children-and-youth-surveys-vacs.html"><a href="violence-against-children-and-youth-surveys-vacs.html#variable-recoding-47"><i class="fa fa-check"></i>Variable Recoding</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="violence-against-children-and-youth-surveys-vacs.html"><a href="violence-against-children-and-youth-surveys-vacs.html#analysis-examples-with-the-survey-library-38"><i class="fa fa-check"></i>Analysis Examples with the <code>survey</code> library  </a>
<ul>
<li class="chapter" data-level="" data-path="violence-against-children-and-youth-surveys-vacs.html"><a href="violence-against-children-and-youth-surveys-vacs.html#unweighted-counts-47"><i class="fa fa-check"></i>Unweighted Counts</a></li>
<li class="chapter" data-level="" data-path="violence-against-children-and-youth-surveys-vacs.html"><a href="violence-against-children-and-youth-surveys-vacs.html#weighted-counts-38"><i class="fa fa-check"></i>Weighted Counts</a></li>
<li class="chapter" data-level="" data-path="violence-against-children-and-youth-surveys-vacs.html"><a href="violence-against-children-and-youth-surveys-vacs.html#descriptive-statistics-47"><i class="fa fa-check"></i>Descriptive Statistics</a></li>
<li class="chapter" data-level="" data-path="violence-against-children-and-youth-surveys-vacs.html"><a href="violence-against-children-and-youth-surveys-vacs.html#subsetting-47"><i class="fa fa-check"></i>Subsetting</a></li>
<li class="chapter" data-level="" data-path="violence-against-children-and-youth-surveys-vacs.html"><a href="violence-against-children-and-youth-surveys-vacs.html#measures-of-uncertainty-47"><i class="fa fa-check"></i>Measures of Uncertainty</a></li>
<li class="chapter" data-level="" data-path="violence-against-children-and-youth-surveys-vacs.html"><a href="violence-against-children-and-youth-surveys-vacs.html#regression-models-and-tests-of-association-47"><i class="fa fa-check"></i>Regression Models and Tests of Association</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="violence-against-children-and-youth-surveys-vacs.html"><a href="violence-against-children-and-youth-surveys-vacs.html#replication-example-45"><i class="fa fa-check"></i>Replication Example</a></li>
<li class="chapter" data-level="" data-path="violence-against-children-and-youth-surveys-vacs.html"><a href="violence-against-children-and-youth-surveys-vacs.html#analysis-examples-with-srvyr-30"><i class="fa fa-check"></i>Analysis Examples with <code>srvyr</code>  </a></li>
</ul></li>
<li class="chapter" data-level="" data-path="youth-risk-behavior-surveillance-system-yrbss.html"><a href="youth-risk-behavior-surveillance-system-yrbss.html"><i class="fa fa-check"></i>Youth Risk Behavior Surveillance System (YRBSS)</a>
<ul>
<li class="chapter" data-level="" data-path="youth-risk-behavior-surveillance-system-yrbss.html"><a href="youth-risk-behavior-surveillance-system-yrbss.html#download-import-preparation-49"><i class="fa fa-check"></i>Download, Import, Preparation</a>
<ul>
<li class="chapter" data-level="" data-path="youth-risk-behavior-surveillance-system-yrbss.html"><a href="youth-risk-behavior-surveillance-system-yrbss.html#save-locally-48"><i class="fa fa-check"></i>Save Locally  </a></li>
<li class="chapter" data-level="" data-path="youth-risk-behavior-surveillance-system-yrbss.html"><a href="youth-risk-behavior-surveillance-system-yrbss.html#survey-design-definition-39"><i class="fa fa-check"></i>Survey Design Definition</a></li>
<li class="chapter" data-level="" data-path="youth-risk-behavior-surveillance-system-yrbss.html"><a href="youth-risk-behavior-surveillance-system-yrbss.html#variable-recoding-48"><i class="fa fa-check"></i>Variable Recoding</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="youth-risk-behavior-surveillance-system-yrbss.html"><a href="youth-risk-behavior-surveillance-system-yrbss.html#analysis-examples-with-the-survey-library-39"><i class="fa fa-check"></i>Analysis Examples with the <code>survey</code> library  </a>
<ul>
<li class="chapter" data-level="" data-path="youth-risk-behavior-surveillance-system-yrbss.html"><a href="youth-risk-behavior-surveillance-system-yrbss.html#unweighted-counts-48"><i class="fa fa-check"></i>Unweighted Counts</a></li>
<li class="chapter" data-level="" data-path="youth-risk-behavior-surveillance-system-yrbss.html"><a href="youth-risk-behavior-surveillance-system-yrbss.html#weighted-counts-39"><i class="fa fa-check"></i>Weighted Counts</a></li>
<li class="chapter" data-level="" data-path="youth-risk-behavior-surveillance-system-yrbss.html"><a href="youth-risk-behavior-surveillance-system-yrbss.html#descriptive-statistics-48"><i class="fa fa-check"></i>Descriptive Statistics</a></li>
<li class="chapter" data-level="" data-path="youth-risk-behavior-surveillance-system-yrbss.html"><a href="youth-risk-behavior-surveillance-system-yrbss.html#subsetting-48"><i class="fa fa-check"></i>Subsetting</a></li>
<li class="chapter" data-level="" data-path="youth-risk-behavior-surveillance-system-yrbss.html"><a href="youth-risk-behavior-surveillance-system-yrbss.html#measures-of-uncertainty-48"><i class="fa fa-check"></i>Measures of Uncertainty</a></li>
<li class="chapter" data-level="" data-path="youth-risk-behavior-surveillance-system-yrbss.html"><a href="youth-risk-behavior-surveillance-system-yrbss.html#regression-models-and-tests-of-association-48"><i class="fa fa-check"></i>Regression Models and Tests of Association</a></li>
</ul></li>
<li class="chapter" data-level="" data-path="youth-risk-behavior-surveillance-system-yrbss.html"><a href="youth-risk-behavior-surveillance-system-yrbss.html#replication-example-46"><i class="fa fa-check"></i>Replication Example</a></li>
<li class="chapter" data-level="" data-path="youth-risk-behavior-surveillance-system-yrbss.html"><a href="youth-risk-behavior-surveillance-system-yrbss.html#analysis-examples-with-srvyr-31"><i class="fa fa-check"></i>Analysis Examples with <code>srvyr</code>  </a></li>
</ul></li>
<li class="divider"></li>
<li><a href="https://github.com/rstudio/bookdown" target="blank">Published with bookdown</a></li>

</ul>

      </nav>
    </div>

    <div class="book-body">
      <div class="body-inner">
        <div class="book-header" role="navigation">
          <h1>
            <i class="fa fa-circle-o-notch fa-spin"></i><a href="./">Analyze Survey Data for Free</a>
          </h1>
        </div>

        <div class="page-wrapper" tabindex="-1" role="main">
          <div class="page-inner">

            <section class="normal" id="section-">
<div id="survey-of-business-owners-sbo" class="section level1 unnumbered hasAnchor">
<h1>Survey of Business Owners (SBO)<a href="survey-of-business-owners-sbo.html#survey-of-business-owners-sbo" class="anchor-section" aria-label="Anchor link to header"></a></h1>
<p><a href="https://www.gnu.org/licenses/gpl-3.0"><img src="https://img.shields.io/badge/License-GPLv3-blue.svg" alt="License: GPL v3" /></a> <a href="https://github.com/asdfree/sbo/actions"><img src="https://github.com/asdfree/sbo/actions/workflows/r.yml/badge.svg" alt="Github Actions Badge"></a></p>
<p>Before its replacement in 2018 by the <a href="https://www.census.gov/newsroom/press-releases/2018/annual-business-survey.html">Annual Business Survey</a>, nearly every tax-filing sole proprietorship, partnership, and corporation nationwide completed this <a href="https://www.census.gov/programs-surveys/sbo/technical-documentation/questionnaires.html">questionnaire</a>, with 2007 the only microdata year.</p>
<ul>
<li><p>One table with one row per firm per state per industry, except <a href="https://www2.census.gov/econ/sbo/07/pums/2007_sbo_pums_users_guide.pdf#page=9">eight collapsed geographies</a>.</p></li>
<li><p>A complex sample survey designed to generalize to <a href="https://www.census.gov/programs-surveys/sbo/technical-documentation/methodology.2007.html">most firms in the United States</a>, public microdata includes <a href="https://www2.census.gov/econ/sbo/07/pums/2007_sbo_pums_users_guide.pdf#page=17">classifiable (non-identifiable) firms</a>, i.e. nearly all businesses but only about half of workers.</p></li>
<li><p>Released quinquennially from 1972 until 2012 in the Economic Census with no updates expected.</p></li>
<li><p>Administered by the <a href="http://www.census.gov/">U.S. Census Bureau</a>. <a href="https://www.census.gov/programs-surveys/abs/">Annual Business Survey</a> now conducted jointly with the <a href="https://ncses.nsf.gov/">National Center for Science and Engineering Statistics</a> within the <a href="https://www.nsf.gov/">National Science Foundation</a>.</p></li>
</ul>
<hr />
<p>Please skim before you begin:</p>
<ol style="list-style-type: decimal">
<li><p><a href="https://www2.census.gov/econ/sbo/07/pums/2007_sbo_pums_users_guide.pdf">2007 Survey of Business Owners (SBO) Public Use Microdata Sample (PUMS) Data Users Guide</a></p></li>
<li><p><a href="https://www.census.gov/content/dam/Census/programs-surveys/abs/ABS/pro_data_users.jpg">Comparability to the Annual Business Survey (ABS), the Nonemployer Statistics by Demographics (NES-D) series, and the Annual Survey of Entrepreneurs (ASE) At a Glance</a></p></li>
<li><p>A haiku regarding this microdata:</p></li>
</ol>
<div class="sourceCode" id="cb1252"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb1252-1"><a href="survey-of-business-owners-sbo.html#cb1252-1" tabindex="-1"></a><span class="co"># butchers, chandlers, baked</span></span>
<span id="cb1252-2"><a href="survey-of-business-owners-sbo.html#cb1252-2" tabindex="-1"></a><span class="co"># sea shanty, filial pie</span></span>
<span id="cb1252-3"><a href="survey-of-business-owners-sbo.html#cb1252-3" tabindex="-1"></a><span class="co"># call your mom and pop</span></span></code></pre></div>
<hr />
<div id="function-definitions-10" class="section level2 unnumbered hasAnchor">
<h2>Function Definitions<a href="survey-of-business-owners-sbo.html#function-definitions-10" class="anchor-section" aria-label="Anchor link to header"></a></h2>
<p>This survey uses a dual design variance estimation technique described in the <a href="https://www2.census.gov/econ/sbo/07/pums/2007_sbo_pums_users_guide.pdf#page=7">Data Users Guide</a>. Most users do not need to study these functions carefully. Define functions specific to only this dataset:</p>
<div class="sourceCode" id="cb1253"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb1253-1"><a href="survey-of-business-owners-sbo.html#cb1253-1" tabindex="-1"></a>sbo_MIcombine <span class="ot">&lt;-</span></span>
<span id="cb1253-2"><a href="survey-of-business-owners-sbo.html#cb1253-2" tabindex="-1"></a>    <span class="cf">function</span>( x , <span class="at">adjustment =</span> <span class="fl">1.992065</span> ){</span>
<span id="cb1253-3"><a href="survey-of-business-owners-sbo.html#cb1253-3" tabindex="-1"></a>    </span>
<span id="cb1253-4"><a href="survey-of-business-owners-sbo.html#cb1253-4" tabindex="-1"></a>        <span class="co"># pull the structure of a variance-covariance matrix</span></span>
<span id="cb1253-5"><a href="survey-of-business-owners-sbo.html#cb1253-5" tabindex="-1"></a>        variance.shell <span class="ot">&lt;-</span> <span class="fu">suppressWarnings</span>( <span class="fu">vcov</span>( x<span class="sc">$</span>var[[<span class="dv">1</span>]] ) )</span>
<span id="cb1253-6"><a href="survey-of-business-owners-sbo.html#cb1253-6" tabindex="-1"></a>        </span>
<span id="cb1253-7"><a href="survey-of-business-owners-sbo.html#cb1253-7" tabindex="-1"></a>        <span class="co"># initiate a function that will overwrite the diagonals.</span></span>
<span id="cb1253-8"><a href="survey-of-business-owners-sbo.html#cb1253-8" tabindex="-1"></a>        diag.replacement <span class="ot">&lt;-</span> </span>
<span id="cb1253-9"><a href="survey-of-business-owners-sbo.html#cb1253-9" tabindex="-1"></a>            <span class="cf">function</span>( z ){</span>
<span id="cb1253-10"><a href="survey-of-business-owners-sbo.html#cb1253-10" tabindex="-1"></a>                <span class="fu">diag</span>( variance.shell ) <span class="ot">&lt;-</span> <span class="fu">coef</span>( z )</span>
<span id="cb1253-11"><a href="survey-of-business-owners-sbo.html#cb1253-11" tabindex="-1"></a>                variance.shell</span>
<span id="cb1253-12"><a href="survey-of-business-owners-sbo.html#cb1253-12" tabindex="-1"></a>            }</span>
<span id="cb1253-13"><a href="survey-of-business-owners-sbo.html#cb1253-13" tabindex="-1"></a>            </span>
<span id="cb1253-14"><a href="survey-of-business-owners-sbo.html#cb1253-14" tabindex="-1"></a>        <span class="co"># overwrite all the diagonals in the variance this_design object</span></span>
<span id="cb1253-15"><a href="survey-of-business-owners-sbo.html#cb1253-15" tabindex="-1"></a>        coef.variances <span class="ot">&lt;-</span> <span class="fu">lapply</span>( x<span class="sc">$</span>var , diag.replacement )</span>
<span id="cb1253-16"><a href="survey-of-business-owners-sbo.html#cb1253-16" tabindex="-1"></a>    </span>
<span id="cb1253-17"><a href="survey-of-business-owners-sbo.html#cb1253-17" tabindex="-1"></a>        <span class="co"># add then divide by ten</span></span>
<span id="cb1253-18"><a href="survey-of-business-owners-sbo.html#cb1253-18" tabindex="-1"></a>        midpoint <span class="ot">&lt;-</span> <span class="fu">Reduce</span>( <span class="st">&#39;+&#39;</span> , coef.variances ) <span class="sc">/</span> <span class="dv">10</span></span>
<span id="cb1253-19"><a href="survey-of-business-owners-sbo.html#cb1253-19" tabindex="-1"></a>    </span>
<span id="cb1253-20"><a href="survey-of-business-owners-sbo.html#cb1253-20" tabindex="-1"></a>        <span class="co"># initiate another function that takes some object,</span></span>
<span id="cb1253-21"><a href="survey-of-business-owners-sbo.html#cb1253-21" tabindex="-1"></a>        <span class="co"># subtracts the midpoint, squares it, divides by ninety</span></span>
<span id="cb1253-22"><a href="survey-of-business-owners-sbo.html#cb1253-22" tabindex="-1"></a>        midpoint.var <span class="ot">&lt;-</span> <span class="cf">function</span>( z ){ <span class="dv">1</span><span class="sc">/</span><span class="dv">10</span> <span class="sc">*</span> ( ( midpoint <span class="sc">-</span> z )<span class="sc">^</span><span class="dv">2</span> <span class="sc">/</span> <span class="dv">9</span> ) }</span>
<span id="cb1253-23"><a href="survey-of-business-owners-sbo.html#cb1253-23" tabindex="-1"></a>    </span>
<span id="cb1253-24"><a href="survey-of-business-owners-sbo.html#cb1253-24" tabindex="-1"></a>        <span class="co"># sum up all the differences into a single object</span></span>
<span id="cb1253-25"><a href="survey-of-business-owners-sbo.html#cb1253-25" tabindex="-1"></a>        variance <span class="ot">&lt;-</span> <span class="fu">Reduce</span>( <span class="st">&#39;+&#39;</span> , <span class="fu">lapply</span>( coef.variances , midpoint.var ) )</span>
<span id="cb1253-26"><a href="survey-of-business-owners-sbo.html#cb1253-26" tabindex="-1"></a>        </span>
<span id="cb1253-27"><a href="survey-of-business-owners-sbo.html#cb1253-27" tabindex="-1"></a>        <span class="co"># adjust every number with the factor in the user guide</span></span>
<span id="cb1253-28"><a href="survey-of-business-owners-sbo.html#cb1253-28" tabindex="-1"></a>        adj_var <span class="ot">&lt;-</span> adjustment <span class="sc">*</span> variance</span>
<span id="cb1253-29"><a href="survey-of-business-owners-sbo.html#cb1253-29" tabindex="-1"></a></span>
<span id="cb1253-30"><a href="survey-of-business-owners-sbo.html#cb1253-30" tabindex="-1"></a>        <span class="co"># construct a result that looks like other sbo_MIcombine methods</span></span>
<span id="cb1253-31"><a href="survey-of-business-owners-sbo.html#cb1253-31" tabindex="-1"></a>        rval <span class="ot">&lt;-</span></span>
<span id="cb1253-32"><a href="survey-of-business-owners-sbo.html#cb1253-32" tabindex="-1"></a>            <span class="fu">list</span>( </span>
<span id="cb1253-33"><a href="survey-of-business-owners-sbo.html#cb1253-33" tabindex="-1"></a>                <span class="at">coefficients =</span> <span class="fu">coef</span>( x<span class="sc">$</span>coef ) ,</span>
<span id="cb1253-34"><a href="survey-of-business-owners-sbo.html#cb1253-34" tabindex="-1"></a>                <span class="at">variance =</span> adj_var</span>
<span id="cb1253-35"><a href="survey-of-business-owners-sbo.html#cb1253-35" tabindex="-1"></a>            )</span>
<span id="cb1253-36"><a href="survey-of-business-owners-sbo.html#cb1253-36" tabindex="-1"></a>        </span>
<span id="cb1253-37"><a href="survey-of-business-owners-sbo.html#cb1253-37" tabindex="-1"></a>        <span class="co"># call it an MIresult class, like other sbo_MIcombine results</span></span>
<span id="cb1253-38"><a href="survey-of-business-owners-sbo.html#cb1253-38" tabindex="-1"></a>        <span class="fu">class</span>( rval ) <span class="ot">&lt;-</span> <span class="st">&#39;MIresult&#39;</span></span>
<span id="cb1253-39"><a href="survey-of-business-owners-sbo.html#cb1253-39" tabindex="-1"></a>        </span>
<span id="cb1253-40"><a href="survey-of-business-owners-sbo.html#cb1253-40" tabindex="-1"></a>        rval</span>
<span id="cb1253-41"><a href="survey-of-business-owners-sbo.html#cb1253-41" tabindex="-1"></a>    }</span>
<span id="cb1253-42"><a href="survey-of-business-owners-sbo.html#cb1253-42" tabindex="-1"></a></span>
<span id="cb1253-43"><a href="survey-of-business-owners-sbo.html#cb1253-43" tabindex="-1"></a>sbo_with <span class="ot">&lt;-</span></span>
<span id="cb1253-44"><a href="survey-of-business-owners-sbo.html#cb1253-44" tabindex="-1"></a>    <span class="cf">function</span> ( this_design , expr , ... ){</span>
<span id="cb1253-45"><a href="survey-of-business-owners-sbo.html#cb1253-45" tabindex="-1"></a>    </span>
<span id="cb1253-46"><a href="survey-of-business-owners-sbo.html#cb1253-46" tabindex="-1"></a>        pf <span class="ot">&lt;-</span> <span class="fu">parent.frame</span>()</span>
<span id="cb1253-47"><a href="survey-of-business-owners-sbo.html#cb1253-47" tabindex="-1"></a>        </span>
<span id="cb1253-48"><a href="survey-of-business-owners-sbo.html#cb1253-48" tabindex="-1"></a>        expr <span class="ot">&lt;-</span> <span class="fu">substitute</span>( expr )</span>
<span id="cb1253-49"><a href="survey-of-business-owners-sbo.html#cb1253-49" tabindex="-1"></a>        </span>
<span id="cb1253-50"><a href="survey-of-business-owners-sbo.html#cb1253-50" tabindex="-1"></a>        expr<span class="sc">$</span>design <span class="ot">&lt;-</span> <span class="fu">as.name</span>(<span class="st">&quot;.design&quot;</span>)</span>
<span id="cb1253-51"><a href="survey-of-business-owners-sbo.html#cb1253-51" tabindex="-1"></a></span>
<span id="cb1253-52"><a href="survey-of-business-owners-sbo.html#cb1253-52" tabindex="-1"></a>        <span class="co"># this pulls in means, medians, totals, etc.</span></span>
<span id="cb1253-53"><a href="survey-of-business-owners-sbo.html#cb1253-53" tabindex="-1"></a>        <span class="co"># notice it uses this_design$coef</span></span>
<span id="cb1253-54"><a href="survey-of-business-owners-sbo.html#cb1253-54" tabindex="-1"></a>        results <span class="ot">&lt;-</span> <span class="fu">eval</span>( expr , <span class="fu">list</span>( <span class="at">.design =</span> this_design<span class="sc">$</span>coef ) )</span>
<span id="cb1253-55"><a href="survey-of-business-owners-sbo.html#cb1253-55" tabindex="-1"></a>        </span>
<span id="cb1253-56"><a href="survey-of-business-owners-sbo.html#cb1253-56" tabindex="-1"></a>        <span class="co"># this is used to calculate the variance, adjusted variance, standard error</span></span>
<span id="cb1253-57"><a href="survey-of-business-owners-sbo.html#cb1253-57" tabindex="-1"></a>        <span class="co"># notice it uses the this_design$var object</span></span>
<span id="cb1253-58"><a href="survey-of-business-owners-sbo.html#cb1253-58" tabindex="-1"></a>        variances <span class="ot">&lt;-</span> </span>
<span id="cb1253-59"><a href="survey-of-business-owners-sbo.html#cb1253-59" tabindex="-1"></a>            <span class="fu">lapply</span>( </span>
<span id="cb1253-60"><a href="survey-of-business-owners-sbo.html#cb1253-60" tabindex="-1"></a>                this_design<span class="sc">$</span>var<span class="sc">$</span>designs , </span>
<span id="cb1253-61"><a href="survey-of-business-owners-sbo.html#cb1253-61" tabindex="-1"></a>                <span class="cf">function</span>( .design ){ </span>
<span id="cb1253-62"><a href="survey-of-business-owners-sbo.html#cb1253-62" tabindex="-1"></a>                    <span class="fu">eval</span>( expr , <span class="fu">list</span>( <span class="at">.design =</span> .design ) , <span class="at">enclos =</span> pf ) </span>
<span id="cb1253-63"><a href="survey-of-business-owners-sbo.html#cb1253-63" tabindex="-1"></a>                } </span>
<span id="cb1253-64"><a href="survey-of-business-owners-sbo.html#cb1253-64" tabindex="-1"></a>            )</span>
<span id="cb1253-65"><a href="survey-of-business-owners-sbo.html#cb1253-65" tabindex="-1"></a>        </span>
<span id="cb1253-66"><a href="survey-of-business-owners-sbo.html#cb1253-66" tabindex="-1"></a>        <span class="co"># combine both results..</span></span>
<span id="cb1253-67"><a href="survey-of-business-owners-sbo.html#cb1253-67" tabindex="-1"></a>        rval <span class="ot">&lt;-</span> <span class="fu">list</span>( <span class="at">coef =</span> results , <span class="at">var =</span> variances )</span>
<span id="cb1253-68"><a href="survey-of-business-owners-sbo.html#cb1253-68" tabindex="-1"></a>        </span>
<span id="cb1253-69"><a href="survey-of-business-owners-sbo.html#cb1253-69" tabindex="-1"></a>        <span class="co"># ..into a brand new object class</span></span>
<span id="cb1253-70"><a href="survey-of-business-owners-sbo.html#cb1253-70" tabindex="-1"></a>        <span class="fu">class</span>( rval ) <span class="ot">&lt;-</span> <span class="st">&#39;imputationResultList&#39;</span></span>
<span id="cb1253-71"><a href="survey-of-business-owners-sbo.html#cb1253-71" tabindex="-1"></a>        </span>
<span id="cb1253-72"><a href="survey-of-business-owners-sbo.html#cb1253-72" tabindex="-1"></a>        rval</span>
<span id="cb1253-73"><a href="survey-of-business-owners-sbo.html#cb1253-73" tabindex="-1"></a>    }</span>
<span id="cb1253-74"><a href="survey-of-business-owners-sbo.html#cb1253-74" tabindex="-1"></a></span>
<span id="cb1253-75"><a href="survey-of-business-owners-sbo.html#cb1253-75" tabindex="-1"></a>sbo_subset <span class="ot">&lt;-</span></span>
<span id="cb1253-76"><a href="survey-of-business-owners-sbo.html#cb1253-76" tabindex="-1"></a>    <span class="cf">function</span>( x , ... ){</span>
<span id="cb1253-77"><a href="survey-of-business-owners-sbo.html#cb1253-77" tabindex="-1"></a>        </span>
<span id="cb1253-78"><a href="survey-of-business-owners-sbo.html#cb1253-78" tabindex="-1"></a>        <span class="co"># subset the survey object</span></span>
<span id="cb1253-79"><a href="survey-of-business-owners-sbo.html#cb1253-79" tabindex="-1"></a>        coef.sub <span class="ot">&lt;-</span> <span class="fu">subset</span>( x<span class="sc">$</span>coef , ... )</span>
<span id="cb1253-80"><a href="survey-of-business-owners-sbo.html#cb1253-80" tabindex="-1"></a>        </span>
<span id="cb1253-81"><a href="survey-of-business-owners-sbo.html#cb1253-81" tabindex="-1"></a>        <span class="co"># replicate `var.sub` so it&#39;s got all the same attributes as `x$var`</span></span>
<span id="cb1253-82"><a href="survey-of-business-owners-sbo.html#cb1253-82" tabindex="-1"></a>        var.sub <span class="ot">&lt;-</span> x<span class="sc">$</span>var</span>
<span id="cb1253-83"><a href="survey-of-business-owners-sbo.html#cb1253-83" tabindex="-1"></a>        </span>
<span id="cb1253-84"><a href="survey-of-business-owners-sbo.html#cb1253-84" tabindex="-1"></a>        <span class="co"># but then overwrite the `designs` attribute with a subset</span></span>
<span id="cb1253-85"><a href="survey-of-business-owners-sbo.html#cb1253-85" tabindex="-1"></a>        var.sub<span class="sc">$</span>designs <span class="ot">&lt;-</span> <span class="fu">lapply</span>( x<span class="sc">$</span>var<span class="sc">$</span>designs , subset , ... )</span>
<span id="cb1253-86"><a href="survey-of-business-owners-sbo.html#cb1253-86" tabindex="-1"></a>        </span>
<span id="cb1253-87"><a href="survey-of-business-owners-sbo.html#cb1253-87" tabindex="-1"></a>        <span class="co"># now re-create the `sbosvyimputationList` just as before..</span></span>
<span id="cb1253-88"><a href="survey-of-business-owners-sbo.html#cb1253-88" tabindex="-1"></a>        sub.svy <span class="ot">&lt;-</span></span>
<span id="cb1253-89"><a href="survey-of-business-owners-sbo.html#cb1253-89" tabindex="-1"></a>            <span class="fu">list</span>(</span>
<span id="cb1253-90"><a href="survey-of-business-owners-sbo.html#cb1253-90" tabindex="-1"></a>                <span class="at">coef =</span> coef.sub ,</span>
<span id="cb1253-91"><a href="survey-of-business-owners-sbo.html#cb1253-91" tabindex="-1"></a>                <span class="at">var =</span> var.sub</span>
<span id="cb1253-92"><a href="survey-of-business-owners-sbo.html#cb1253-92" tabindex="-1"></a>            )</span>
<span id="cb1253-93"><a href="survey-of-business-owners-sbo.html#cb1253-93" tabindex="-1"></a>        </span>
<span id="cb1253-94"><a href="survey-of-business-owners-sbo.html#cb1253-94" tabindex="-1"></a>        <span class="co"># ..and give it the same class</span></span>
<span id="cb1253-95"><a href="survey-of-business-owners-sbo.html#cb1253-95" tabindex="-1"></a>        sub.svy<span class="sc">$</span>call <span class="ot">&lt;-</span> <span class="fu">sys.call</span>(<span class="sc">-</span><span class="dv">1</span>)</span>
<span id="cb1253-96"><a href="survey-of-business-owners-sbo.html#cb1253-96" tabindex="-1"></a></span>
<span id="cb1253-97"><a href="survey-of-business-owners-sbo.html#cb1253-97" tabindex="-1"></a>        sub.svy</span>
<span id="cb1253-98"><a href="survey-of-business-owners-sbo.html#cb1253-98" tabindex="-1"></a>    }</span>
<span id="cb1253-99"><a href="survey-of-business-owners-sbo.html#cb1253-99" tabindex="-1"></a></span>
<span id="cb1253-100"><a href="survey-of-business-owners-sbo.html#cb1253-100" tabindex="-1"></a>sbo_update <span class="ot">&lt;-</span></span>
<span id="cb1253-101"><a href="survey-of-business-owners-sbo.html#cb1253-101" tabindex="-1"></a>    <span class="cf">function</span>( x , ... ){</span>
<span id="cb1253-102"><a href="survey-of-business-owners-sbo.html#cb1253-102" tabindex="-1"></a>        </span>
<span id="cb1253-103"><a href="survey-of-business-owners-sbo.html#cb1253-103" tabindex="-1"></a>        <span class="co"># update the survey object that&#39;s going to be used for</span></span>
<span id="cb1253-104"><a href="survey-of-business-owners-sbo.html#cb1253-104" tabindex="-1"></a>        <span class="co"># means, medians, totals, etc.</span></span>
<span id="cb1253-105"><a href="survey-of-business-owners-sbo.html#cb1253-105" tabindex="-1"></a>        coef.upd <span class="ot">&lt;-</span> <span class="fu">update</span>( x<span class="sc">$</span>coef , ... )</span>
<span id="cb1253-106"><a href="survey-of-business-owners-sbo.html#cb1253-106" tabindex="-1"></a>        </span>
<span id="cb1253-107"><a href="survey-of-business-owners-sbo.html#cb1253-107" tabindex="-1"></a>        <span class="co"># replicate `var.upd` so it&#39;s got all the same attributes as `x$var`</span></span>
<span id="cb1253-108"><a href="survey-of-business-owners-sbo.html#cb1253-108" tabindex="-1"></a>        var.upd <span class="ot">&lt;-</span> x<span class="sc">$</span>var</span>
<span id="cb1253-109"><a href="survey-of-business-owners-sbo.html#cb1253-109" tabindex="-1"></a>        </span>
<span id="cb1253-110"><a href="survey-of-business-owners-sbo.html#cb1253-110" tabindex="-1"></a>        <span class="co"># but then overwrite the `designs` attribute with an update</span></span>
<span id="cb1253-111"><a href="survey-of-business-owners-sbo.html#cb1253-111" tabindex="-1"></a>        var.upd<span class="sc">$</span>designs <span class="ot">&lt;-</span> <span class="fu">lapply</span>( x<span class="sc">$</span>var<span class="sc">$</span>designs , update , ... )</span>
<span id="cb1253-112"><a href="survey-of-business-owners-sbo.html#cb1253-112" tabindex="-1"></a>        </span>
<span id="cb1253-113"><a href="survey-of-business-owners-sbo.html#cb1253-113" tabindex="-1"></a>        <span class="co"># now re-create the `sbosvyimputationList` just as before</span></span>
<span id="cb1253-114"><a href="survey-of-business-owners-sbo.html#cb1253-114" tabindex="-1"></a>        upd.svy <span class="ot">&lt;-</span></span>
<span id="cb1253-115"><a href="survey-of-business-owners-sbo.html#cb1253-115" tabindex="-1"></a>            <span class="fu">list</span>(</span>
<span id="cb1253-116"><a href="survey-of-business-owners-sbo.html#cb1253-116" tabindex="-1"></a>                <span class="at">coef =</span> coef.upd ,</span>
<span id="cb1253-117"><a href="survey-of-business-owners-sbo.html#cb1253-117" tabindex="-1"></a>                <span class="at">var =</span> var.upd</span>
<span id="cb1253-118"><a href="survey-of-business-owners-sbo.html#cb1253-118" tabindex="-1"></a>            )</span>
<span id="cb1253-119"><a href="survey-of-business-owners-sbo.html#cb1253-119" tabindex="-1"></a>        </span>
<span id="cb1253-120"><a href="survey-of-business-owners-sbo.html#cb1253-120" tabindex="-1"></a>        upd.svy</span>
<span id="cb1253-121"><a href="survey-of-business-owners-sbo.html#cb1253-121" tabindex="-1"></a>    }</span>
<span id="cb1253-122"><a href="survey-of-business-owners-sbo.html#cb1253-122" tabindex="-1"></a></span>
<span id="cb1253-123"><a href="survey-of-business-owners-sbo.html#cb1253-123" tabindex="-1"></a>sbo_degf <span class="ot">&lt;-</span> <span class="cf">function</span>( x ) <span class="fu">degf</span>( x<span class="sc">$</span>coef )</span></code></pre></div>
<hr />
</div>
<div id="download-import-preparation-43" class="section level2 unnumbered hasAnchor">
<h2>Download, Import, Preparation<a href="survey-of-business-owners-sbo.html#download-import-preparation-43" class="anchor-section" aria-label="Anchor link to header"></a></h2>
<p>Download and import the file containing records for both coefficient estimates and variance estimation:</p>
<div class="sourceCode" id="cb1254"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb1254-1"><a href="survey-of-business-owners-sbo.html#cb1254-1" tabindex="-1"></a><span class="fu">library</span>(httr)</span>
<span id="cb1254-2"><a href="survey-of-business-owners-sbo.html#cb1254-2" tabindex="-1"></a><span class="fu">library</span>(readr)</span>
<span id="cb1254-3"><a href="survey-of-business-owners-sbo.html#cb1254-3" tabindex="-1"></a></span>
<span id="cb1254-4"><a href="survey-of-business-owners-sbo.html#cb1254-4" tabindex="-1"></a>tf <span class="ot">&lt;-</span> <span class="fu">tempfile</span>()</span>
<span id="cb1254-5"><a href="survey-of-business-owners-sbo.html#cb1254-5" tabindex="-1"></a></span>
<span id="cb1254-6"><a href="survey-of-business-owners-sbo.html#cb1254-6" tabindex="-1"></a>this_url <span class="ot">&lt;-</span> <span class="st">&quot;https://www2.census.gov/programs-surveys/sbo/datasets/2007/pums_csv.zip&quot;</span></span>
<span id="cb1254-7"><a href="survey-of-business-owners-sbo.html#cb1254-7" tabindex="-1"></a></span>
<span id="cb1254-8"><a href="survey-of-business-owners-sbo.html#cb1254-8" tabindex="-1"></a><span class="fu">GET</span>( this_url , <span class="fu">write_disk</span>( tf ) , <span class="fu">progress</span>() )</span>
<span id="cb1254-9"><a href="survey-of-business-owners-sbo.html#cb1254-9" tabindex="-1"></a></span>
<span id="cb1254-10"><a href="survey-of-business-owners-sbo.html#cb1254-10" tabindex="-1"></a>sbo_tbl <span class="ot">&lt;-</span> <span class="fu">read_csv</span>( tf )</span>
<span id="cb1254-11"><a href="survey-of-business-owners-sbo.html#cb1254-11" tabindex="-1"></a></span>
<span id="cb1254-12"><a href="survey-of-business-owners-sbo.html#cb1254-12" tabindex="-1"></a>sbo_df <span class="ot">&lt;-</span> <span class="fu">data.frame</span>( sbo_tbl )</span>
<span id="cb1254-13"><a href="survey-of-business-owners-sbo.html#cb1254-13" tabindex="-1"></a></span>
<span id="cb1254-14"><a href="survey-of-business-owners-sbo.html#cb1254-14" tabindex="-1"></a><span class="fu">names</span>( sbo_df ) <span class="ot">&lt;-</span> <span class="fu">tolower</span>( <span class="fu">names</span>( sbo_df ) )</span>
<span id="cb1254-15"><a href="survey-of-business-owners-sbo.html#cb1254-15" tabindex="-1"></a></span>
<span id="cb1254-16"><a href="survey-of-business-owners-sbo.html#cb1254-16" tabindex="-1"></a>sbo_df[ , <span class="st">&#39;one&#39;</span> ] <span class="ot">&lt;-</span> <span class="dv">1</span></span></code></pre></div>
<p>Calculate the weights used for variance estimation:</p>
<div class="sourceCode" id="cb1255"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb1255-1"><a href="survey-of-business-owners-sbo.html#cb1255-1" tabindex="-1"></a>sbo_df[ , <span class="st">&#39;newwgt&#39;</span> ] <span class="ot">&lt;-</span> <span class="dv">10</span> <span class="sc">*</span> sbo_df[ , <span class="st">&#39;tabwgt&#39;</span> ] <span class="sc">*</span> <span class="fu">sqrt</span>( <span class="dv">1</span> <span class="sc">-</span> <span class="dv">1</span> <span class="sc">/</span> sbo_df[ , <span class="st">&#39;tabwgt&#39;</span> ] )</span></code></pre></div>
<p>Add business ownership percentages for both gender and ethnicity:</p>
<div class="sourceCode" id="cb1256"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb1256-1"><a href="survey-of-business-owners-sbo.html#cb1256-1" tabindex="-1"></a><span class="co"># replace percent missings with zeroes</span></span>
<span id="cb1256-2"><a href="survey-of-business-owners-sbo.html#cb1256-2" tabindex="-1"></a><span class="cf">for</span>( i <span class="cf">in</span> <span class="dv">1</span><span class="sc">:</span><span class="dv">4</span> ) sbo_df[ <span class="fu">is.na</span>( sbo_df[ , <span class="fu">paste0</span>( <span class="st">&#39;pct&#39;</span> , i ) ] ) , <span class="fu">paste0</span>( <span class="st">&#39;pct&#39;</span> , i ) ] <span class="ot">&lt;-</span> <span class="dv">0</span></span>
<span id="cb1256-3"><a href="survey-of-business-owners-sbo.html#cb1256-3" tabindex="-1"></a></span>
<span id="cb1256-4"><a href="survey-of-business-owners-sbo.html#cb1256-4" tabindex="-1"></a><span class="co"># sum up ownership ethnicity and gender</span></span>
<span id="cb1256-5"><a href="survey-of-business-owners-sbo.html#cb1256-5" tabindex="-1"></a>sbo_df[ , <span class="st">&#39;hispanic_pct&#39;</span> ] <span class="ot">&lt;-</span> sbo_df[ , <span class="st">&#39;nonhispanic_pct&#39;</span> ] <span class="ot">&lt;-</span> <span class="dv">0</span></span>
<span id="cb1256-6"><a href="survey-of-business-owners-sbo.html#cb1256-6" tabindex="-1"></a>sbo_df[ , <span class="st">&#39;male_pct&#39;</span> ] <span class="ot">&lt;-</span> sbo_df[ , <span class="st">&#39;female_pct&#39;</span> ] <span class="ot">&lt;-</span> <span class="dv">0</span></span>
<span id="cb1256-7"><a href="survey-of-business-owners-sbo.html#cb1256-7" tabindex="-1"></a></span>
<span id="cb1256-8"><a href="survey-of-business-owners-sbo.html#cb1256-8" tabindex="-1"></a><span class="co"># loop through the first four owners&#39; ethnicity and sex variables</span></span>
<span id="cb1256-9"><a href="survey-of-business-owners-sbo.html#cb1256-9" tabindex="-1"></a><span class="cf">for</span>( i <span class="cf">in</span> <span class="dv">1</span><span class="sc">:</span><span class="dv">4</span> ) {</span>
<span id="cb1256-10"><a href="survey-of-business-owners-sbo.html#cb1256-10" tabindex="-1"></a></span>
<span id="cb1256-11"><a href="survey-of-business-owners-sbo.html#cb1256-11" tabindex="-1"></a>    sbo_df[ sbo_df[ , <span class="fu">paste0</span>( <span class="st">&#39;eth&#39;</span> , i ) ] <span class="sc">%in%</span> <span class="st">&#39;H&#39;</span> , <span class="st">&#39;hispanic_pct&#39;</span> ] <span class="ot">&lt;-</span></span>
<span id="cb1256-12"><a href="survey-of-business-owners-sbo.html#cb1256-12" tabindex="-1"></a>        sbo_df[ sbo_df[ , <span class="fu">paste0</span>( <span class="st">&#39;eth&#39;</span> , i ) ] <span class="sc">%in%</span> <span class="st">&#39;H&#39;</span> , <span class="st">&#39;hispanic_pct&#39;</span> ] <span class="sc">+</span></span>
<span id="cb1256-13"><a href="survey-of-business-owners-sbo.html#cb1256-13" tabindex="-1"></a>        sbo_df[ sbo_df[ , <span class="fu">paste0</span>( <span class="st">&#39;eth&#39;</span> , i ) ] <span class="sc">%in%</span> <span class="st">&#39;H&#39;</span> , <span class="fu">paste0</span>( <span class="st">&#39;pct&#39;</span> , i ) ]</span>
<span id="cb1256-14"><a href="survey-of-business-owners-sbo.html#cb1256-14" tabindex="-1"></a>        </span>
<span id="cb1256-15"><a href="survey-of-business-owners-sbo.html#cb1256-15" tabindex="-1"></a>    sbo_df[ sbo_df[ , <span class="fu">paste0</span>( <span class="st">&#39;eth&#39;</span> , i ) ] <span class="sc">%in%</span> <span class="st">&#39;N&#39;</span> , <span class="st">&#39;nonhispanic_pct&#39;</span> ] <span class="ot">&lt;-</span></span>
<span id="cb1256-16"><a href="survey-of-business-owners-sbo.html#cb1256-16" tabindex="-1"></a>        sbo_df[ sbo_df[ , <span class="fu">paste0</span>( <span class="st">&#39;eth&#39;</span> , i ) ] <span class="sc">%in%</span> <span class="st">&#39;N&#39;</span> , <span class="st">&#39;nonhispanic_pct&#39;</span> ] <span class="sc">+</span></span>
<span id="cb1256-17"><a href="survey-of-business-owners-sbo.html#cb1256-17" tabindex="-1"></a>        sbo_df[ sbo_df[ , <span class="fu">paste0</span>( <span class="st">&#39;eth&#39;</span> , i ) ] <span class="sc">%in%</span> <span class="st">&#39;N&#39;</span> , <span class="fu">paste0</span>( <span class="st">&#39;pct&#39;</span> , i ) ]</span>
<span id="cb1256-18"><a href="survey-of-business-owners-sbo.html#cb1256-18" tabindex="-1"></a>        </span>
<span id="cb1256-19"><a href="survey-of-business-owners-sbo.html#cb1256-19" tabindex="-1"></a>    sbo_df[ sbo_df[ , <span class="fu">paste0</span>( <span class="st">&#39;sex&#39;</span> , i ) ] <span class="sc">%in%</span> <span class="st">&#39;M&#39;</span> , <span class="st">&#39;male_pct&#39;</span> ] <span class="ot">&lt;-</span></span>
<span id="cb1256-20"><a href="survey-of-business-owners-sbo.html#cb1256-20" tabindex="-1"></a>        sbo_df[ sbo_df[ , <span class="fu">paste0</span>( <span class="st">&#39;sex&#39;</span> , i ) ] <span class="sc">%in%</span> <span class="st">&#39;M&#39;</span> , <span class="st">&#39;male_pct&#39;</span> ] <span class="sc">+</span></span>
<span id="cb1256-21"><a href="survey-of-business-owners-sbo.html#cb1256-21" tabindex="-1"></a>        sbo_df[ sbo_df[ , <span class="fu">paste0</span>( <span class="st">&#39;sex&#39;</span> , i ) ] <span class="sc">%in%</span> <span class="st">&#39;M&#39;</span> , <span class="fu">paste0</span>( <span class="st">&#39;pct&#39;</span> , i ) ]</span>
<span id="cb1256-22"><a href="survey-of-business-owners-sbo.html#cb1256-22" tabindex="-1"></a>        </span>
<span id="cb1256-23"><a href="survey-of-business-owners-sbo.html#cb1256-23" tabindex="-1"></a>    sbo_df[ sbo_df[ , <span class="fu">paste0</span>( <span class="st">&#39;sex&#39;</span> , i ) ] <span class="sc">%in%</span> <span class="st">&#39;F&#39;</span> , <span class="st">&#39;female_pct&#39;</span> ] <span class="ot">&lt;-</span></span>
<span id="cb1256-24"><a href="survey-of-business-owners-sbo.html#cb1256-24" tabindex="-1"></a>        sbo_df[ sbo_df[ , <span class="fu">paste0</span>( <span class="st">&#39;sex&#39;</span> , i ) ] <span class="sc">%in%</span> <span class="st">&#39;F&#39;</span> , <span class="st">&#39;female_pct&#39;</span> ] <span class="sc">+</span></span>
<span id="cb1256-25"><a href="survey-of-business-owners-sbo.html#cb1256-25" tabindex="-1"></a>        sbo_df[ sbo_df[ , <span class="fu">paste0</span>( <span class="st">&#39;sex&#39;</span> , i ) ] <span class="sc">%in%</span> <span class="st">&#39;F&#39;</span> , <span class="fu">paste0</span>( <span class="st">&#39;pct&#39;</span> , i ) ]</span>
<span id="cb1256-26"><a href="survey-of-business-owners-sbo.html#cb1256-26" tabindex="-1"></a>        </span>
<span id="cb1256-27"><a href="survey-of-business-owners-sbo.html#cb1256-27" tabindex="-1"></a>}</span></code></pre></div>
<div id="save-locally-42" class="section level3 unnumbered hasAnchor">
<h3>Save Locally  <a href="survey-of-business-owners-sbo.html#save-locally-42" class="anchor-section" aria-label="Anchor link to header"></a></h3>
<p>Save the object at any point:</p>
<div class="sourceCode" id="cb1257"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb1257-1"><a href="survey-of-business-owners-sbo.html#cb1257-1" tabindex="-1"></a><span class="co"># sbo_fn &lt;- file.path( path.expand( &quot;~&quot; ) , &quot;SBO&quot; , &quot;this_file.rds&quot; )</span></span>
<span id="cb1257-2"><a href="survey-of-business-owners-sbo.html#cb1257-2" tabindex="-1"></a><span class="co"># saveRDS( sbo_df , file = sbo_fn , compress = FALSE )</span></span></code></pre></div>
<p>Load the same object:</p>
<div class="sourceCode" id="cb1258"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb1258-1"><a href="survey-of-business-owners-sbo.html#cb1258-1" tabindex="-1"></a><span class="co"># sbo_df &lt;- readRDS( sbo_fn )</span></span></code></pre></div>
</div>
<div id="survey-design-definition-34" class="section level3 unnumbered hasAnchor">
<h3>Survey Design Definition<a href="survey-of-business-owners-sbo.html#survey-design-definition-34" class="anchor-section" aria-label="Anchor link to header"></a></h3>
<p>Construct a multiply-imputed, complex sample survey design:</p>
<div class="sourceCode" id="cb1259"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb1259-1"><a href="survey-of-business-owners-sbo.html#cb1259-1" tabindex="-1"></a><span class="fu">library</span>(survey)</span>
<span id="cb1259-2"><a href="survey-of-business-owners-sbo.html#cb1259-2" tabindex="-1"></a><span class="fu">library</span>(mitools)</span>
<span id="cb1259-3"><a href="survey-of-business-owners-sbo.html#cb1259-3" tabindex="-1"></a></span>
<span id="cb1259-4"><a href="survey-of-business-owners-sbo.html#cb1259-4" tabindex="-1"></a><span class="co"># break random groups into ten separate data.frame objects within a list</span></span>
<span id="cb1259-5"><a href="survey-of-business-owners-sbo.html#cb1259-5" tabindex="-1"></a>var_list <span class="ot">&lt;-</span> <span class="cn">NULL</span></span>
<span id="cb1259-6"><a href="survey-of-business-owners-sbo.html#cb1259-6" tabindex="-1"></a></span>
<span id="cb1259-7"><a href="survey-of-business-owners-sbo.html#cb1259-7" tabindex="-1"></a><span class="cf">for</span>( i <span class="cf">in</span> <span class="dv">1</span><span class="sc">:</span><span class="dv">10</span> ) { var_list <span class="ot">&lt;-</span> <span class="fu">c</span>( var_list , <span class="fu">list</span>( <span class="fu">subset</span>( sbo_df , rg <span class="sc">==</span> i ) ) ) }</span>
<span id="cb1259-8"><a href="survey-of-business-owners-sbo.html#cb1259-8" tabindex="-1"></a></span>
<span id="cb1259-9"><a href="survey-of-business-owners-sbo.html#cb1259-9" tabindex="-1"></a>sbo_coef <span class="ot">&lt;-</span></span>
<span id="cb1259-10"><a href="survey-of-business-owners-sbo.html#cb1259-10" tabindex="-1"></a>    <span class="fu">svydesign</span>(</span>
<span id="cb1259-11"><a href="survey-of-business-owners-sbo.html#cb1259-11" tabindex="-1"></a>        <span class="at">id =</span> <span class="sc">~</span> <span class="dv">1</span> ,</span>
<span id="cb1259-12"><a href="survey-of-business-owners-sbo.html#cb1259-12" tabindex="-1"></a>        <span class="at">weight =</span> <span class="sc">~</span> tabwgt ,</span>
<span id="cb1259-13"><a href="survey-of-business-owners-sbo.html#cb1259-13" tabindex="-1"></a>        <span class="at">data =</span> sbo_df</span>
<span id="cb1259-14"><a href="survey-of-business-owners-sbo.html#cb1259-14" tabindex="-1"></a>    )</span>
<span id="cb1259-15"><a href="survey-of-business-owners-sbo.html#cb1259-15" tabindex="-1"></a></span>
<span id="cb1259-16"><a href="survey-of-business-owners-sbo.html#cb1259-16" tabindex="-1"></a>sbo_var <span class="ot">&lt;-</span></span>
<span id="cb1259-17"><a href="survey-of-business-owners-sbo.html#cb1259-17" tabindex="-1"></a>    <span class="fu">svydesign</span>(</span>
<span id="cb1259-18"><a href="survey-of-business-owners-sbo.html#cb1259-18" tabindex="-1"></a>        <span class="at">id =</span> <span class="sc">~</span> <span class="dv">1</span> ,</span>
<span id="cb1259-19"><a href="survey-of-business-owners-sbo.html#cb1259-19" tabindex="-1"></a>        <span class="at">weight =</span> <span class="sc">~</span> newwgt ,</span>
<span id="cb1259-20"><a href="survey-of-business-owners-sbo.html#cb1259-20" tabindex="-1"></a>        <span class="at">data =</span> <span class="fu">imputationList</span>( var_list )</span>
<span id="cb1259-21"><a href="survey-of-business-owners-sbo.html#cb1259-21" tabindex="-1"></a>    )</span>
<span id="cb1259-22"><a href="survey-of-business-owners-sbo.html#cb1259-22" tabindex="-1"></a></span>
<span id="cb1259-23"><a href="survey-of-business-owners-sbo.html#cb1259-23" tabindex="-1"></a>sbo_design <span class="ot">&lt;-</span> <span class="fu">list</span>( <span class="at">coef =</span> sbo_coef , <span class="at">var =</span> sbo_var )</span>
<span id="cb1259-24"><a href="survey-of-business-owners-sbo.html#cb1259-24" tabindex="-1"></a></span>
<span id="cb1259-25"><a href="survey-of-business-owners-sbo.html#cb1259-25" tabindex="-1"></a><span class="fu">class</span>( sbo_design ) <span class="ot">&lt;-</span> <span class="st">&#39;sbosvyimputationList&#39;</span></span></code></pre></div>
</div>
<div id="variable-recoding-42" class="section level3 unnumbered hasAnchor">
<h3>Variable Recoding<a href="survey-of-business-owners-sbo.html#variable-recoding-42" class="anchor-section" aria-label="Anchor link to header"></a></h3>
<p>Add new columns to the data set:</p>
<div class="sourceCode" id="cb1260"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb1260-1"><a href="survey-of-business-owners-sbo.html#cb1260-1" tabindex="-1"></a>sbo_design <span class="ot">&lt;-</span> </span>
<span id="cb1260-2"><a href="survey-of-business-owners-sbo.html#cb1260-2" tabindex="-1"></a>    <span class="fu">sbo_update</span>( </span>
<span id="cb1260-3"><a href="survey-of-business-owners-sbo.html#cb1260-3" tabindex="-1"></a>        sbo_design , </span>
<span id="cb1260-4"><a href="survey-of-business-owners-sbo.html#cb1260-4" tabindex="-1"></a>        <span class="at">established_before_2000 =</span></span>
<span id="cb1260-5"><a href="survey-of-business-owners-sbo.html#cb1260-5" tabindex="-1"></a>            <span class="fu">ifelse</span>( established <span class="sc">%in%</span> <span class="fu">c</span>( <span class="st">&#39;0&#39;</span> , <span class="st">&#39;A&#39;</span> ) , <span class="cn">NA</span> , <span class="fu">as.numeric</span>( established <span class="sc">&lt;</span> <span class="dv">4</span> ) ) ,</span>
<span id="cb1260-6"><a href="survey-of-business-owners-sbo.html#cb1260-6" tabindex="-1"></a>            </span>
<span id="cb1260-7"><a href="survey-of-business-owners-sbo.html#cb1260-7" tabindex="-1"></a>        <span class="at">healthins =</span></span>
<span id="cb1260-8"><a href="survey-of-business-owners-sbo.html#cb1260-8" tabindex="-1"></a>            <span class="fu">factor</span>( healthins , <span class="at">levels =</span> <span class="dv">1</span><span class="sc">:</span><span class="dv">2</span> ,</span>
<span id="cb1260-9"><a href="survey-of-business-owners-sbo.html#cb1260-9" tabindex="-1"></a>                <span class="at">labels =</span> <span class="fu">c</span>( <span class="st">&quot;offered health insurance&quot;</span> , <span class="st">&quot;did not offer health insurance&quot;</span> )</span>
<span id="cb1260-10"><a href="survey-of-business-owners-sbo.html#cb1260-10" tabindex="-1"></a>            ) ,</span>
<span id="cb1260-11"><a href="survey-of-business-owners-sbo.html#cb1260-11" tabindex="-1"></a>            </span>
<span id="cb1260-12"><a href="survey-of-business-owners-sbo.html#cb1260-12" tabindex="-1"></a>        <span class="at">hispanic_ownership =</span></span>
<span id="cb1260-13"><a href="survey-of-business-owners-sbo.html#cb1260-13" tabindex="-1"></a>            <span class="fu">factor</span>(</span>
<span id="cb1260-14"><a href="survey-of-business-owners-sbo.html#cb1260-14" tabindex="-1"></a>                <span class="fu">ifelse</span>( hispanic_pct <span class="sc">==</span> nonhispanic_pct , <span class="dv">2</span> ,</span>
<span id="cb1260-15"><a href="survey-of-business-owners-sbo.html#cb1260-15" tabindex="-1"></a>                <span class="fu">ifelse</span>( hispanic_pct <span class="sc">&gt;</span> nonhispanic_pct , <span class="dv">1</span> , </span>
<span id="cb1260-16"><a href="survey-of-business-owners-sbo.html#cb1260-16" tabindex="-1"></a>                <span class="fu">ifelse</span>( nonhispanic_pct <span class="sc">&gt;</span> hispanic_pct , <span class="dv">3</span> , <span class="cn">NA</span> ) ) ) ,</span>
<span id="cb1260-17"><a href="survey-of-business-owners-sbo.html#cb1260-17" tabindex="-1"></a>                <span class="at">levels =</span> <span class="dv">1</span><span class="sc">:</span><span class="dv">3</span> ,</span>
<span id="cb1260-18"><a href="survey-of-business-owners-sbo.html#cb1260-18" tabindex="-1"></a>                <span class="at">labels =</span> <span class="fu">c</span>( <span class="st">&#39;hispanic&#39;</span> , <span class="st">&#39;equally hisp/non&#39;</span> , <span class="st">&#39;non-hispanic&#39;</span> )</span>
<span id="cb1260-19"><a href="survey-of-business-owners-sbo.html#cb1260-19" tabindex="-1"></a>            ) ,</span>
<span id="cb1260-20"><a href="survey-of-business-owners-sbo.html#cb1260-20" tabindex="-1"></a>            </span>
<span id="cb1260-21"><a href="survey-of-business-owners-sbo.html#cb1260-21" tabindex="-1"></a>        <span class="at">gender_ownership =</span></span>
<span id="cb1260-22"><a href="survey-of-business-owners-sbo.html#cb1260-22" tabindex="-1"></a>            <span class="fu">factor</span>(</span>
<span id="cb1260-23"><a href="survey-of-business-owners-sbo.html#cb1260-23" tabindex="-1"></a>                <span class="fu">ifelse</span>( male_pct <span class="sc">==</span> female_pct , <span class="dv">2</span> ,</span>
<span id="cb1260-24"><a href="survey-of-business-owners-sbo.html#cb1260-24" tabindex="-1"></a>                <span class="fu">ifelse</span>( male_pct <span class="sc">&gt;</span> female_pct , <span class="dv">1</span> , </span>
<span id="cb1260-25"><a href="survey-of-business-owners-sbo.html#cb1260-25" tabindex="-1"></a>                <span class="fu">ifelse</span>( female_pct <span class="sc">&gt;</span> male_pct , <span class="dv">3</span> , <span class="cn">NA</span> ) ) ) ,</span>
<span id="cb1260-26"><a href="survey-of-business-owners-sbo.html#cb1260-26" tabindex="-1"></a>                <span class="at">levels =</span> <span class="dv">1</span><span class="sc">:</span><span class="dv">3</span> ,</span>
<span id="cb1260-27"><a href="survey-of-business-owners-sbo.html#cb1260-27" tabindex="-1"></a>                <span class="at">labels =</span> <span class="fu">c</span>( <span class="st">&#39;male&#39;</span> , <span class="st">&#39;equally male/female&#39;</span> , <span class="st">&#39;female&#39;</span> )</span>
<span id="cb1260-28"><a href="survey-of-business-owners-sbo.html#cb1260-28" tabindex="-1"></a>            )</span>
<span id="cb1260-29"><a href="survey-of-business-owners-sbo.html#cb1260-29" tabindex="-1"></a>        </span>
<span id="cb1260-30"><a href="survey-of-business-owners-sbo.html#cb1260-30" tabindex="-1"></a>    )</span></code></pre></div>
<hr />
</div>
</div>
<div id="analysis-examples-with-the-survey-library-34" class="section level2 unnumbered hasAnchor">
<h2>Analysis Examples with the <code>survey</code> library  <a href="survey-of-business-owners-sbo.html#analysis-examples-with-the-survey-library-34" class="anchor-section" aria-label="Anchor link to header"></a></h2>
<div id="unweighted-counts-42" class="section level3 unnumbered hasAnchor">
<h3>Unweighted Counts<a href="survey-of-business-owners-sbo.html#unweighted-counts-42" class="anchor-section" aria-label="Anchor link to header"></a></h3>
<p>Count the unweighted number of records in the survey sample, overall and by groups:</p>
<div class="sourceCode" id="cb1261"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb1261-1"><a href="survey-of-business-owners-sbo.html#cb1261-1" tabindex="-1"></a><span class="fu">sbo_MIcombine</span>( <span class="fu">sbo_with</span>( sbo_design , <span class="fu">svyby</span>( <span class="sc">~</span> one , <span class="sc">~</span> one , unwtd.count ) ) )</span>
<span id="cb1261-2"><a href="survey-of-business-owners-sbo.html#cb1261-2" tabindex="-1"></a></span>
<span id="cb1261-3"><a href="survey-of-business-owners-sbo.html#cb1261-3" tabindex="-1"></a><span class="fu">sbo_MIcombine</span>( <span class="fu">sbo_with</span>( sbo_design , <span class="fu">svyby</span>( <span class="sc">~</span> one , <span class="sc">~</span> gender_ownership , unwtd.count ) ) )</span></code></pre></div>
</div>
<div id="weighted-counts-34" class="section level3 unnumbered hasAnchor">
<h3>Weighted Counts<a href="survey-of-business-owners-sbo.html#weighted-counts-34" class="anchor-section" aria-label="Anchor link to header"></a></h3>
<p>Count the weighted size of the generalizable population, overall and by groups:</p>
<div class="sourceCode" id="cb1262"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb1262-1"><a href="survey-of-business-owners-sbo.html#cb1262-1" tabindex="-1"></a><span class="fu">sbo_MIcombine</span>( <span class="fu">sbo_with</span>( sbo_design , <span class="fu">svytotal</span>( <span class="sc">~</span> one ) ) )</span>
<span id="cb1262-2"><a href="survey-of-business-owners-sbo.html#cb1262-2" tabindex="-1"></a></span>
<span id="cb1262-3"><a href="survey-of-business-owners-sbo.html#cb1262-3" tabindex="-1"></a><span class="fu">sbo_MIcombine</span>( <span class="fu">sbo_with</span>( sbo_design ,</span>
<span id="cb1262-4"><a href="survey-of-business-owners-sbo.html#cb1262-4" tabindex="-1"></a>    <span class="fu">svyby</span>( <span class="sc">~</span> one , <span class="sc">~</span> gender_ownership , svytotal )</span>
<span id="cb1262-5"><a href="survey-of-business-owners-sbo.html#cb1262-5" tabindex="-1"></a>) )</span></code></pre></div>
</div>
<div id="descriptive-statistics-42" class="section level3 unnumbered hasAnchor">
<h3>Descriptive Statistics<a href="survey-of-business-owners-sbo.html#descriptive-statistics-42" class="anchor-section" aria-label="Anchor link to header"></a></h3>
<p>Calculate the mean (average) of a linear variable, overall and by groups:</p>
<div class="sourceCode" id="cb1263"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb1263-1"><a href="survey-of-business-owners-sbo.html#cb1263-1" tabindex="-1"></a><span class="fu">sbo_MIcombine</span>( <span class="fu">sbo_with</span>( sbo_design , <span class="fu">svymean</span>( <span class="sc">~</span> receipts_noisy ) ) )</span>
<span id="cb1263-2"><a href="survey-of-business-owners-sbo.html#cb1263-2" tabindex="-1"></a></span>
<span id="cb1263-3"><a href="survey-of-business-owners-sbo.html#cb1263-3" tabindex="-1"></a><span class="fu">sbo_MIcombine</span>( <span class="fu">sbo_with</span>( sbo_design ,</span>
<span id="cb1263-4"><a href="survey-of-business-owners-sbo.html#cb1263-4" tabindex="-1"></a>    <span class="fu">svyby</span>( <span class="sc">~</span> receipts_noisy , <span class="sc">~</span> gender_ownership , svymean )</span>
<span id="cb1263-5"><a href="survey-of-business-owners-sbo.html#cb1263-5" tabindex="-1"></a>) )</span></code></pre></div>
<p>Calculate the distribution of a categorical variable, overall and by groups:</p>
<div class="sourceCode" id="cb1264"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb1264-1"><a href="survey-of-business-owners-sbo.html#cb1264-1" tabindex="-1"></a><span class="fu">sbo_MIcombine</span>( <span class="fu">sbo_with</span>( sbo_design , <span class="fu">svymean</span>( <span class="sc">~</span> n07_employer , <span class="at">na.rm =</span> <span class="cn">TRUE</span> ) ) )</span>
<span id="cb1264-2"><a href="survey-of-business-owners-sbo.html#cb1264-2" tabindex="-1"></a></span>
<span id="cb1264-3"><a href="survey-of-business-owners-sbo.html#cb1264-3" tabindex="-1"></a><span class="fu">sbo_MIcombine</span>( <span class="fu">sbo_with</span>( sbo_design ,</span>
<span id="cb1264-4"><a href="survey-of-business-owners-sbo.html#cb1264-4" tabindex="-1"></a>    <span class="fu">svyby</span>( <span class="sc">~</span> n07_employer , <span class="sc">~</span> gender_ownership , svymean , <span class="at">na.rm =</span> <span class="cn">TRUE</span> )</span>
<span id="cb1264-5"><a href="survey-of-business-owners-sbo.html#cb1264-5" tabindex="-1"></a>) )</span></code></pre></div>
<p>Calculate the sum of a linear variable, overall and by groups:</p>
<div class="sourceCode" id="cb1265"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb1265-1"><a href="survey-of-business-owners-sbo.html#cb1265-1" tabindex="-1"></a><span class="fu">sbo_MIcombine</span>( <span class="fu">sbo_with</span>( sbo_design , <span class="fu">svytotal</span>( <span class="sc">~</span> receipts_noisy ) ) )</span>
<span id="cb1265-2"><a href="survey-of-business-owners-sbo.html#cb1265-2" tabindex="-1"></a></span>
<span id="cb1265-3"><a href="survey-of-business-owners-sbo.html#cb1265-3" tabindex="-1"></a><span class="fu">sbo_MIcombine</span>( <span class="fu">sbo_with</span>( sbo_design ,</span>
<span id="cb1265-4"><a href="survey-of-business-owners-sbo.html#cb1265-4" tabindex="-1"></a>    <span class="fu">svyby</span>( <span class="sc">~</span> receipts_noisy , <span class="sc">~</span> gender_ownership , svytotal )</span>
<span id="cb1265-5"><a href="survey-of-business-owners-sbo.html#cb1265-5" tabindex="-1"></a>) )</span></code></pre></div>
<p>Calculate the weighted sum of a categorical variable, overall and by groups:</p>
<div class="sourceCode" id="cb1266"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb1266-1"><a href="survey-of-business-owners-sbo.html#cb1266-1" tabindex="-1"></a><span class="fu">sbo_MIcombine</span>( <span class="fu">sbo_with</span>( sbo_design , <span class="fu">svytotal</span>( <span class="sc">~</span> n07_employer , <span class="at">na.rm =</span> <span class="cn">TRUE</span> ) ) )</span>
<span id="cb1266-2"><a href="survey-of-business-owners-sbo.html#cb1266-2" tabindex="-1"></a></span>
<span id="cb1266-3"><a href="survey-of-business-owners-sbo.html#cb1266-3" tabindex="-1"></a><span class="fu">sbo_MIcombine</span>( <span class="fu">sbo_with</span>( sbo_design ,</span>
<span id="cb1266-4"><a href="survey-of-business-owners-sbo.html#cb1266-4" tabindex="-1"></a>    <span class="fu">svyby</span>( <span class="sc">~</span> n07_employer , <span class="sc">~</span> gender_ownership , svytotal , <span class="at">na.rm =</span> <span class="cn">TRUE</span> )</span>
<span id="cb1266-5"><a href="survey-of-business-owners-sbo.html#cb1266-5" tabindex="-1"></a>) )</span></code></pre></div>
<p>Calculate the median (50th percentile) of a linear variable, overall and by groups:</p>
<div class="sourceCode" id="cb1267"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb1267-1"><a href="survey-of-business-owners-sbo.html#cb1267-1" tabindex="-1"></a><span class="fu">sbo_MIcombine</span>( <span class="fu">sbo_with</span>( sbo_design ,</span>
<span id="cb1267-2"><a href="survey-of-business-owners-sbo.html#cb1267-2" tabindex="-1"></a>    <span class="fu">svyquantile</span>(</span>
<span id="cb1267-3"><a href="survey-of-business-owners-sbo.html#cb1267-3" tabindex="-1"></a>        <span class="sc">~</span> receipts_noisy ,</span>
<span id="cb1267-4"><a href="survey-of-business-owners-sbo.html#cb1267-4" tabindex="-1"></a>        <span class="fl">0.5</span> , <span class="at">se =</span> <span class="cn">TRUE</span> </span>
<span id="cb1267-5"><a href="survey-of-business-owners-sbo.html#cb1267-5" tabindex="-1"></a>) ) )</span>
<span id="cb1267-6"><a href="survey-of-business-owners-sbo.html#cb1267-6" tabindex="-1"></a></span>
<span id="cb1267-7"><a href="survey-of-business-owners-sbo.html#cb1267-7" tabindex="-1"></a><span class="fu">sbo_MIcombine</span>( <span class="fu">sbo_with</span>( sbo_design ,</span>
<span id="cb1267-8"><a href="survey-of-business-owners-sbo.html#cb1267-8" tabindex="-1"></a>    <span class="fu">svyby</span>(</span>
<span id="cb1267-9"><a href="survey-of-business-owners-sbo.html#cb1267-9" tabindex="-1"></a>        <span class="sc">~</span> receipts_noisy , <span class="sc">~</span> gender_ownership , svyquantile ,</span>
<span id="cb1267-10"><a href="survey-of-business-owners-sbo.html#cb1267-10" tabindex="-1"></a>        <span class="fl">0.5</span> , <span class="at">se =</span> <span class="cn">TRUE</span> ,</span>
<span id="cb1267-11"><a href="survey-of-business-owners-sbo.html#cb1267-11" tabindex="-1"></a>        <span class="at">ci =</span> <span class="cn">TRUE</span> </span>
<span id="cb1267-12"><a href="survey-of-business-owners-sbo.html#cb1267-12" tabindex="-1"></a>) ) )</span></code></pre></div>
<p>Estimate a ratio:</p>
<div class="sourceCode" id="cb1268"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb1268-1"><a href="survey-of-business-owners-sbo.html#cb1268-1" tabindex="-1"></a><span class="fu">sbo_MIcombine</span>( <span class="fu">sbo_with</span>( sbo_design ,</span>
<span id="cb1268-2"><a href="survey-of-business-owners-sbo.html#cb1268-2" tabindex="-1"></a>    <span class="fu">svyratio</span>( <span class="at">numerator =</span> <span class="sc">~</span> receipts_noisy , <span class="at">denominator =</span> <span class="sc">~</span> employment_noisy )</span>
<span id="cb1268-3"><a href="survey-of-business-owners-sbo.html#cb1268-3" tabindex="-1"></a>) )</span></code></pre></div>
</div>
<div id="subsetting-42" class="section level3 unnumbered hasAnchor">
<h3>Subsetting<a href="survey-of-business-owners-sbo.html#subsetting-42" class="anchor-section" aria-label="Anchor link to header"></a></h3>
<p>Restrict the survey design to jointly owned by husband and wife:</p>
<div class="sourceCode" id="cb1269"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb1269-1"><a href="survey-of-business-owners-sbo.html#cb1269-1" tabindex="-1"></a>sub_sbo_design <span class="ot">&lt;-</span> <span class="fu">sbo_subset</span>( sbo_design , husbwife <span class="sc">%in%</span> <span class="dv">1</span><span class="sc">:</span><span class="dv">3</span> )</span></code></pre></div>
<p>Calculate the mean (average) of this subset:</p>
<div class="sourceCode" id="cb1270"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb1270-1"><a href="survey-of-business-owners-sbo.html#cb1270-1" tabindex="-1"></a><span class="fu">sbo_MIcombine</span>( <span class="fu">sbo_with</span>( sub_sbo_design , <span class="fu">svymean</span>( <span class="sc">~</span> receipts_noisy ) ) )</span></code></pre></div>
</div>
<div id="measures-of-uncertainty-42" class="section level3 unnumbered hasAnchor">
<h3>Measures of Uncertainty<a href="survey-of-business-owners-sbo.html#measures-of-uncertainty-42" class="anchor-section" aria-label="Anchor link to header"></a></h3>
<p>Extract the coefficient, standard error, confidence interval, and coefficient of variation from any descriptive statistics function result, overall and by groups:</p>
<div class="sourceCode" id="cb1271"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb1271-1"><a href="survey-of-business-owners-sbo.html#cb1271-1" tabindex="-1"></a>this_result <span class="ot">&lt;-</span></span>
<span id="cb1271-2"><a href="survey-of-business-owners-sbo.html#cb1271-2" tabindex="-1"></a>    <span class="fu">sbo_MIcombine</span>( <span class="fu">sbo_with</span>( sbo_design ,</span>
<span id="cb1271-3"><a href="survey-of-business-owners-sbo.html#cb1271-3" tabindex="-1"></a>        <span class="fu">svymean</span>( <span class="sc">~</span> receipts_noisy )</span>
<span id="cb1271-4"><a href="survey-of-business-owners-sbo.html#cb1271-4" tabindex="-1"></a>    ) )</span>
<span id="cb1271-5"><a href="survey-of-business-owners-sbo.html#cb1271-5" tabindex="-1"></a></span>
<span id="cb1271-6"><a href="survey-of-business-owners-sbo.html#cb1271-6" tabindex="-1"></a><span class="fu">coef</span>( this_result )</span>
<span id="cb1271-7"><a href="survey-of-business-owners-sbo.html#cb1271-7" tabindex="-1"></a><span class="fu">SE</span>( this_result )</span>
<span id="cb1271-8"><a href="survey-of-business-owners-sbo.html#cb1271-8" tabindex="-1"></a><span class="fu">confint</span>( this_result )</span>
<span id="cb1271-9"><a href="survey-of-business-owners-sbo.html#cb1271-9" tabindex="-1"></a><span class="fu">cv</span>( this_result )</span>
<span id="cb1271-10"><a href="survey-of-business-owners-sbo.html#cb1271-10" tabindex="-1"></a></span>
<span id="cb1271-11"><a href="survey-of-business-owners-sbo.html#cb1271-11" tabindex="-1"></a>grouped_result <span class="ot">&lt;-</span></span>
<span id="cb1271-12"><a href="survey-of-business-owners-sbo.html#cb1271-12" tabindex="-1"></a>    <span class="fu">sbo_MIcombine</span>( <span class="fu">sbo_with</span>( sbo_design ,</span>
<span id="cb1271-13"><a href="survey-of-business-owners-sbo.html#cb1271-13" tabindex="-1"></a>        <span class="fu">svyby</span>( <span class="sc">~</span> receipts_noisy , <span class="sc">~</span> gender_ownership , svymean )</span>
<span id="cb1271-14"><a href="survey-of-business-owners-sbo.html#cb1271-14" tabindex="-1"></a>    ) )</span>
<span id="cb1271-15"><a href="survey-of-business-owners-sbo.html#cb1271-15" tabindex="-1"></a></span>
<span id="cb1271-16"><a href="survey-of-business-owners-sbo.html#cb1271-16" tabindex="-1"></a><span class="fu">coef</span>( grouped_result )</span>
<span id="cb1271-17"><a href="survey-of-business-owners-sbo.html#cb1271-17" tabindex="-1"></a><span class="fu">SE</span>( grouped_result )</span>
<span id="cb1271-18"><a href="survey-of-business-owners-sbo.html#cb1271-18" tabindex="-1"></a><span class="fu">confint</span>( grouped_result )</span>
<span id="cb1271-19"><a href="survey-of-business-owners-sbo.html#cb1271-19" tabindex="-1"></a><span class="fu">cv</span>( grouped_result )</span></code></pre></div>
<p>Calculate the degrees of freedom of any survey design object:</p>
<div class="sourceCode" id="cb1272"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb1272-1"><a href="survey-of-business-owners-sbo.html#cb1272-1" tabindex="-1"></a><span class="fu">sbo_degf</span>( sbo_design )</span></code></pre></div>
<p>Calculate the complex sample survey-adjusted variance of any statistic:</p>
<div class="sourceCode" id="cb1273"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb1273-1"><a href="survey-of-business-owners-sbo.html#cb1273-1" tabindex="-1"></a><span class="fu">sbo_MIcombine</span>( <span class="fu">sbo_with</span>( sbo_design , <span class="fu">svyvar</span>( <span class="sc">~</span> receipts_noisy ) ) )</span></code></pre></div>
<p>Include the complex sample design effect in the result for a specific statistic:</p>
<div class="sourceCode" id="cb1274"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb1274-1"><a href="survey-of-business-owners-sbo.html#cb1274-1" tabindex="-1"></a><span class="co"># SRS without replacement</span></span>
<span id="cb1274-2"><a href="survey-of-business-owners-sbo.html#cb1274-2" tabindex="-1"></a><span class="fu">sbo_MIcombine</span>( <span class="fu">sbo_with</span>( sbo_design ,</span>
<span id="cb1274-3"><a href="survey-of-business-owners-sbo.html#cb1274-3" tabindex="-1"></a>    <span class="fu">svymean</span>( <span class="sc">~</span> receipts_noisy , <span class="at">deff =</span> <span class="cn">TRUE</span> )</span>
<span id="cb1274-4"><a href="survey-of-business-owners-sbo.html#cb1274-4" tabindex="-1"></a>) )</span>
<span id="cb1274-5"><a href="survey-of-business-owners-sbo.html#cb1274-5" tabindex="-1"></a></span>
<span id="cb1274-6"><a href="survey-of-business-owners-sbo.html#cb1274-6" tabindex="-1"></a><span class="co"># SRS with replacement</span></span>
<span id="cb1274-7"><a href="survey-of-business-owners-sbo.html#cb1274-7" tabindex="-1"></a><span class="fu">sbo_MIcombine</span>( <span class="fu">sbo_with</span>( sbo_design ,</span>
<span id="cb1274-8"><a href="survey-of-business-owners-sbo.html#cb1274-8" tabindex="-1"></a>    <span class="fu">svymean</span>( <span class="sc">~</span> receipts_noisy , <span class="at">deff =</span> <span class="st">&quot;replace&quot;</span> )</span>
<span id="cb1274-9"><a href="survey-of-business-owners-sbo.html#cb1274-9" tabindex="-1"></a>) )</span></code></pre></div>
<p>Compute confidence intervals for proportions using methods that may be more accurate near 0 and 1. See <code>?svyciprop</code> for alternatives:</p>
<div class="sourceCode" id="cb1275"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb1275-1"><a href="survey-of-business-owners-sbo.html#cb1275-1" tabindex="-1"></a><span class="co"># # sbo_MIsvyciprop( ~ established_before_2000 , sbo_design ,</span></span>
<span id="cb1275-2"><a href="survey-of-business-owners-sbo.html#cb1275-2" tabindex="-1"></a><span class="co">#   method = &quot;likelihood&quot; , na.rm = TRUE )</span></span></code></pre></div>
</div>
<div id="regression-models-and-tests-of-association-42" class="section level3 unnumbered hasAnchor">
<h3>Regression Models and Tests of Association<a href="survey-of-business-owners-sbo.html#regression-models-and-tests-of-association-42" class="anchor-section" aria-label="Anchor link to header"></a></h3>
<p>Perform a design-based t-test:</p>
<div class="sourceCode" id="cb1276"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb1276-1"><a href="survey-of-business-owners-sbo.html#cb1276-1" tabindex="-1"></a><span class="co"># # sbo_MIsvyttest( receipts_noisy ~ established_before_2000 , sbo_design )</span></span></code></pre></div>
<p>Perform a chi-squared test of association for survey data:</p>
<div class="sourceCode" id="cb1277"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb1277-1"><a href="survey-of-business-owners-sbo.html#cb1277-1" tabindex="-1"></a><span class="co"># # sbo_MIsvychisq( ~ established_before_2000 + n07_employer , sbo_design )</span></span></code></pre></div>
<p>Perform a survey-weighted generalized linear model:</p>
<div class="sourceCode" id="cb1278"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb1278-1"><a href="survey-of-business-owners-sbo.html#cb1278-1" tabindex="-1"></a>glm_result <span class="ot">&lt;-</span> </span>
<span id="cb1278-2"><a href="survey-of-business-owners-sbo.html#cb1278-2" tabindex="-1"></a>    <span class="fu">sbo_MIcombine</span>( <span class="fu">sbo_with</span>( sbo_design ,</span>
<span id="cb1278-3"><a href="survey-of-business-owners-sbo.html#cb1278-3" tabindex="-1"></a>        <span class="fu">svyglm</span>( receipts_noisy <span class="sc">~</span> established_before_2000 <span class="sc">+</span> n07_employer )</span>
<span id="cb1278-4"><a href="survey-of-business-owners-sbo.html#cb1278-4" tabindex="-1"></a>    ) )</span>
<span id="cb1278-5"><a href="survey-of-business-owners-sbo.html#cb1278-5" tabindex="-1"></a>    </span>
<span id="cb1278-6"><a href="survey-of-business-owners-sbo.html#cb1278-6" tabindex="-1"></a>glm_result</span></code></pre></div>
<hr />
</div>
</div>
<div id="replication-example-40" class="section level2 unnumbered hasAnchor">
<h2>Replication Example<a href="survey-of-business-owners-sbo.html#replication-example-40" class="anchor-section" aria-label="Anchor link to header"></a></h2>
<p>This example matches the statistics and relative standard errors from three <a href="https://www2.census.gov/econ/sbo/07/pums/2007_sbo_pums_users_guide.pdf#page=15">Appendix B</a> columns:</p>
<div class="sourceCode" id="cb1279"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb1279-1"><a href="survey-of-business-owners-sbo.html#cb1279-1" tabindex="-1"></a>hispanic_receipts_result <span class="ot">&lt;-</span></span>
<span id="cb1279-2"><a href="survey-of-business-owners-sbo.html#cb1279-2" tabindex="-1"></a>    <span class="fu">sbo_MIcombine</span>( <span class="fu">sbo_with</span>( sbo_design , </span>
<span id="cb1279-3"><a href="survey-of-business-owners-sbo.html#cb1279-3" tabindex="-1"></a>        <span class="fu">svyby</span>( <span class="sc">~</span> receipts_noisy , <span class="sc">~</span> hispanic_ownership , svytotal )</span>
<span id="cb1279-4"><a href="survey-of-business-owners-sbo.html#cb1279-4" tabindex="-1"></a>    ) )</span>
<span id="cb1279-5"><a href="survey-of-business-owners-sbo.html#cb1279-5" tabindex="-1"></a></span>
<span id="cb1279-6"><a href="survey-of-business-owners-sbo.html#cb1279-6" tabindex="-1"></a>hispanic_payroll_result <span class="ot">&lt;-</span></span>
<span id="cb1279-7"><a href="survey-of-business-owners-sbo.html#cb1279-7" tabindex="-1"></a>    <span class="fu">sbo_MIcombine</span>( <span class="fu">sbo_with</span>( sbo_design , </span>
<span id="cb1279-8"><a href="survey-of-business-owners-sbo.html#cb1279-8" tabindex="-1"></a>        <span class="fu">svyby</span>( <span class="sc">~</span> payroll_noisy , <span class="sc">~</span> hispanic_ownership , svytotal )</span>
<span id="cb1279-9"><a href="survey-of-business-owners-sbo.html#cb1279-9" tabindex="-1"></a>    ) )</span>
<span id="cb1279-10"><a href="survey-of-business-owners-sbo.html#cb1279-10" tabindex="-1"></a></span>
<span id="cb1279-11"><a href="survey-of-business-owners-sbo.html#cb1279-11" tabindex="-1"></a>hispanic_employment_result <span class="ot">&lt;-</span></span>
<span id="cb1279-12"><a href="survey-of-business-owners-sbo.html#cb1279-12" tabindex="-1"></a>    <span class="fu">sbo_MIcombine</span>( <span class="fu">sbo_with</span>( sbo_design , </span>
<span id="cb1279-13"><a href="survey-of-business-owners-sbo.html#cb1279-13" tabindex="-1"></a>        <span class="fu">svyby</span>( <span class="sc">~</span> employment_noisy , <span class="sc">~</span> hispanic_ownership , svytotal )</span>
<span id="cb1279-14"><a href="survey-of-business-owners-sbo.html#cb1279-14" tabindex="-1"></a>    ) )</span></code></pre></div>
<p>Estimates at the U.S. Level using the PUMS Tables for:</p>
<div class="sourceCode" id="cb1280"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb1280-1"><a href="survey-of-business-owners-sbo.html#cb1280-1" tabindex="-1"></a><span class="fu">stopifnot</span>( <span class="fu">round</span>( <span class="fu">coef</span>( hispanic_receipts_result )[ <span class="st">&#39;hispanic&#39;</span> ] , <span class="dv">0</span> ) <span class="sc">==</span> <span class="dv">350763923</span> )</span>
<span id="cb1280-2"><a href="survey-of-business-owners-sbo.html#cb1280-2" tabindex="-1"></a><span class="fu">stopifnot</span>( <span class="fu">round</span>( <span class="fu">coef</span>( hispanic_receipts_result )[ <span class="st">&#39;equally hisp/non&#39;</span> ] , <span class="dv">0</span> ) <span class="sc">==</span> <span class="dv">56166354</span> )</span>
<span id="cb1280-3"><a href="survey-of-business-owners-sbo.html#cb1280-3" tabindex="-1"></a><span class="fu">stopifnot</span>( <span class="fu">round</span>( <span class="fu">coef</span>( hispanic_receipts_result )[ <span class="st">&#39;non-hispanic&#39;</span> ] , <span class="dv">0</span> ) <span class="sc">==</span> <span class="dv">10540609303</span> )</span>
<span id="cb1280-4"><a href="survey-of-business-owners-sbo.html#cb1280-4" tabindex="-1"></a></span>
<span id="cb1280-5"><a href="survey-of-business-owners-sbo.html#cb1280-5" tabindex="-1"></a><span class="fu">stopifnot</span>( <span class="fu">round</span>( <span class="fu">coef</span>( hispanic_payroll_result )[ <span class="st">&#39;hispanic&#39;</span> ] , <span class="dv">0</span> ) <span class="sc">==</span> <span class="dv">54367702</span> )</span>
<span id="cb1280-6"><a href="survey-of-business-owners-sbo.html#cb1280-6" tabindex="-1"></a><span class="fu">stopifnot</span>( <span class="fu">round</span>( <span class="fu">coef</span>( hispanic_payroll_result )[ <span class="st">&#39;equally hisp/non&#39;</span> ] , <span class="dv">0</span> ) <span class="sc">==</span> <span class="dv">11083148</span> )</span>
<span id="cb1280-7"><a href="survey-of-business-owners-sbo.html#cb1280-7" tabindex="-1"></a><span class="fu">stopifnot</span>( <span class="fu">round</span>( <span class="fu">coef</span>( hispanic_payroll_result )[ <span class="st">&#39;non-hispanic&#39;</span> ] , <span class="dv">0</span> ) <span class="sc">==</span> <span class="dv">1875353228</span> )</span>
<span id="cb1280-8"><a href="survey-of-business-owners-sbo.html#cb1280-8" tabindex="-1"></a></span>
<span id="cb1280-9"><a href="survey-of-business-owners-sbo.html#cb1280-9" tabindex="-1"></a><span class="fu">stopifnot</span>( <span class="fu">round</span>( <span class="fu">coef</span>( hispanic_employment_result )[ <span class="st">&#39;hispanic&#39;</span> ] , <span class="dv">0</span> ) <span class="sc">==</span> <span class="dv">2026406</span> )</span>
<span id="cb1280-10"><a href="survey-of-business-owners-sbo.html#cb1280-10" tabindex="-1"></a><span class="fu">stopifnot</span>( <span class="fu">round</span>( <span class="fu">coef</span>( hispanic_employment_result )[ <span class="st">&#39;equally hisp/non&#39;</span> ] , <span class="dv">0</span> ) <span class="sc">==</span> <span class="dv">400152</span> )</span>
<span id="cb1280-11"><a href="survey-of-business-owners-sbo.html#cb1280-11" tabindex="-1"></a><span class="fu">stopifnot</span>( <span class="fu">round</span>( <span class="fu">coef</span>( hispanic_employment_result )[ <span class="st">&#39;non-hispanic&#39;</span> ] , <span class="dv">0</span> ) <span class="sc">==</span> <span class="dv">56889606</span> )</span></code></pre></div>
<p>Relative Standard Errors of Estimates at the U.S. Level using the PUMS Tables for:</p>
<div class="sourceCode" id="cb1281"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb1281-1"><a href="survey-of-business-owners-sbo.html#cb1281-1" tabindex="-1"></a><span class="fu">stopifnot</span>( <span class="fu">round</span>( <span class="fu">cv</span>( hispanic_receipts_result )[ <span class="st">&#39;hispanic&#39;</span> ] , <span class="dv">2</span> ) <span class="sc">==</span> <span class="fl">0.02</span> )</span>
<span id="cb1281-2"><a href="survey-of-business-owners-sbo.html#cb1281-2" tabindex="-1"></a><span class="fu">stopifnot</span>( <span class="fu">round</span>( <span class="fu">cv</span>( hispanic_receipts_result )[ <span class="st">&#39;equally hisp/non&#39;</span> ] , <span class="dv">2</span> ) <span class="sc">==</span> <span class="fl">0.06</span> )</span>
<span id="cb1281-3"><a href="survey-of-business-owners-sbo.html#cb1281-3" tabindex="-1"></a><span class="fu">stopifnot</span>( <span class="fu">round</span>( <span class="fu">cv</span>( hispanic_receipts_result )[ <span class="st">&#39;non-hispanic&#39;</span> ] , <span class="dv">2</span> ) <span class="sc">==</span> <span class="dv">0</span> )</span>
<span id="cb1281-4"><a href="survey-of-business-owners-sbo.html#cb1281-4" tabindex="-1"></a></span>
<span id="cb1281-5"><a href="survey-of-business-owners-sbo.html#cb1281-5" tabindex="-1"></a><span class="fu">stopifnot</span>( <span class="fu">round</span>( <span class="fu">cv</span>( hispanic_payroll_result )[ <span class="st">&#39;hispanic&#39;</span> ] , <span class="dv">2</span> ) <span class="sc">==</span> <span class="fl">0.01</span> )</span>
<span id="cb1281-6"><a href="survey-of-business-owners-sbo.html#cb1281-6" tabindex="-1"></a><span class="fu">stopifnot</span>( <span class="fu">round</span>( <span class="fu">cv</span>( hispanic_payroll_result )[ <span class="st">&#39;equally hisp/non&#39;</span> ] , <span class="dv">2</span> ) <span class="sc">==</span> <span class="fl">0.06</span> )</span>
<span id="cb1281-7"><a href="survey-of-business-owners-sbo.html#cb1281-7" tabindex="-1"></a><span class="fu">stopifnot</span>( <span class="fu">round</span>( <span class="fu">cv</span>( hispanic_payroll_result )[ <span class="st">&#39;non-hispanic&#39;</span> ] , <span class="dv">2</span> ) <span class="sc">==</span> <span class="dv">0</span> )</span>
<span id="cb1281-8"><a href="survey-of-business-owners-sbo.html#cb1281-8" tabindex="-1"></a></span>
<span id="cb1281-9"><a href="survey-of-business-owners-sbo.html#cb1281-9" tabindex="-1"></a><span class="fu">stopifnot</span>( <span class="fu">round</span>( <span class="fu">cv</span>( hispanic_employment_result )[ <span class="st">&#39;hispanic&#39;</span> ] , <span class="dv">2</span> ) <span class="sc">==</span> <span class="fl">0.01</span> )</span>
<span id="cb1281-10"><a href="survey-of-business-owners-sbo.html#cb1281-10" tabindex="-1"></a><span class="fu">stopifnot</span>( <span class="fu">round</span>( <span class="fu">cv</span>( hispanic_employment_result )[ <span class="st">&#39;equally hisp/non&#39;</span> ] , <span class="dv">2</span> ) <span class="sc">==</span> <span class="fl">0.05</span> )</span>
<span id="cb1281-11"><a href="survey-of-business-owners-sbo.html#cb1281-11" tabindex="-1"></a><span class="fu">stopifnot</span>( <span class="fu">round</span>( <span class="fu">cv</span>( hispanic_employment_result )[ <span class="st">&#39;non-hispanic&#39;</span> ] , <span class="dv">2</span> ) <span class="sc">==</span> <span class="dv">0</span> )</span></code></pre></div>

</div>
</div>
            </section>

          </div>
        </div>
      </div>
<a href="rapid-surveys-system-rss.html" class="navigation navigation-prev " aria-label="Previous page"><i class="fa fa-angle-left"></i></a>
<a href="survey-of-consumer-finances-scf.html" class="navigation navigation-next " aria-label="Next page"><i class="fa fa-angle-right"></i></a>
    </div>
  </div>
<script src="libs/gitbook-2.6.7/js/app.min.js"></script>
<script src="libs/gitbook-2.6.7/js/clipboard.min.js"></script>
<script src="libs/gitbook-2.6.7/js/plugin-search.js"></script>
<script src="libs/gitbook-2.6.7/js/plugin-sharing.js"></script>
<script src="libs/gitbook-2.6.7/js/plugin-fontsettings.js"></script>
<script src="libs/gitbook-2.6.7/js/plugin-bookdown.js"></script>
<script src="libs/gitbook-2.6.7/js/jquery.highlight.js"></script>
<script src="libs/gitbook-2.6.7/js/plugin-clipboard.js"></script>
<script>
gitbook.require(["gitbook"], function(gitbook) {
gitbook.start({
"sharing": null,
"fontsettings": {
"theme": "white",
"family": "sans",
"size": 2
},
"edit": {
"link": "https://github.com/ajdamico/asdfree/edit/master/metadata/sbo.txt",
"text": "Edit"
},
"history": {
"link": null,
"text": null
},
"view": {
"link": null,
"text": null
},
"download": null,
"search": {
"engine": "fuse",
"options": null
},
"toc": {
"collapse": "section"
}
});
});
</script>

</body>

</html>
